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## Inspiration
As women ourselves, we have always been aware that there are unfortunately additional measures we have to take in order to stay safe in public. Recently, we have seen videos emerge online for individuals to play in these situations, prompting users to engage in conversation with a “friend” on the other ... | ## Inspiration
During this lockdown, everyone is pretty much staying home and not able to interact with others. So we want to connect like-minded people using our platform.
## What it does
You can register to our portal and then look for events (e.g. sports, hiking etc) happening around you and can join that person.... | ## Inspiration
Partially inspired by the Smart Cities track, we wanted our app to have the direct utility of ordering food, while still being fun to interact with. We aimed to combine convenience with entertainment, making the experience more enjoyable than your typical drive-through order.
## What it does
You inter... | losing |
## Inspiration
There is a need for an electronic health record (EHR) system that is secure, accessible, and user-friendly. Currently, hundred of EHRs exist and different clinical practices may use different systems. If a patient requires an emergency visit to a certain physician, the physician may be unable to access ... | ## Inspiration
As a patient in the United States you do not know what costs you are facing when you receive treatment at a hospital or if your insurance plan covers the expenses. Patients are faced with unexpected bills and left with expensive copayments. In some instances patients would pay less if they cover the exp... | ## Inspiration
We hate making resumes and customizing them for each employeer so we created a tool to speed that up.
## What it does
A user creates "blocks" which are saved. Then they can pick and choose which ones they want to use.
## How we built it
[Node.js](https://nodejs.org/en/)
[Express](https://expressjs.c... | partial |
## Inspiration
As cybersecurity enthusiasts, we are taking one for the team by breaking the curse of CLIs. `Appealing UI for tools like nmap` + `Implementation of Metasploitable scripts` = `happy hacker`
## What it does
nmap is a cybersecurity tool that scans ports of an ip on a network, and retrives the service tha... | ## Inspiration
We wanted to be able to connect with mentors. There are very few opportunities to do that outside of LinkedIn where many of the mentors are in a foreign field to our interests'.
## What it does
A networking website that connects mentors with mentees. It uses a weighted matching algorithm based on ment... | As a response to the ongoing wildfires devastating vast areas of Australia, our team developed a web tool which provides wildfire data visualization, prediction, and logistics handling. We had two target audiences in mind: the general public and firefighters. The homepage of Phoenix is publicly accessible and anyone ca... | partial |
## Inspiration
We've all been in the situation where we've ran back and forth in the store, looking for a single small thing on our grocery list. We've all been on the time crunch and have found ourselves running back and forth from dairy to snacks to veggies, frustrated that we can't find what we need in an efficient... | ## Inspiration
Shopping can be a very frustrating experience at times. Nowadays, almost everything is digitally connected yet some stores fall behind when it comes to their shopping experience. We've unfortunately encountered scenarios where we weren't able to find products stocked at our local grocery store, and ther... | **Come check out our fun Demo near the Google Cloud Booth in the West Atrium!! Could you use a physiotherapy exercise?**
## The problem
A specific application of physiotherapy is that joint movement may get limited through muscle atrophy, surgery, accident, stroke or other causes. Reportedly, up to 70% of patients gi... | losing |
## Inspiration
To introduce the most impartial and ensured form of voting submission in response to controversial democratic electoral polling following the 2018 US midterm elections. This event involved several encircling clauses of doubt and questioned authenticity of results by citizen voters. This propelled the id... | ## Inspiration
After observing the news about the use of police force for so long, we considered to ourselves how to solve that. We realized that in some ways, the problem was made worse by a lack of trust in law enforcement. We then realized that we could use blockchain to create a better system for accountability in... | ## Inspiration
While working on a political campaign this summer, we noticed a lack of distributed system's that allowed for civic engagement. The campaigns we saw had large numbers of willing volunteers willing to do cold calling to help their favorite candidate win the election, but who lacked the infrastructure to ... | winning |
# BananaExpress
A self-writing journal of your life, with superpowers!
We make journaling easier and more engaging than ever before by leveraging **home-grown, cutting edge, CNN + LSTM** models to do **novel text generation** to prompt our users to practice active reflection by journaling!
Features:
* User photo --... | ## Inspiration
Have you ever had to wait in long lines just to buy a few items from a store? Not wanted to interact with employees to get what you want? Now you can buy items quickly and hassle free through your phone, without interacting with any people whatsoever.
## What it does
CheckMeOut is an iOS application t... | ## Inspiration 💡
Our inspiration for this project was to leverage new AI technologies such as text to image, text generation and natural language processing to enhance the education space. We wanted to harness the power of machine learning to inspire creativity and improve the way students learn and interact with edu... | winning |
# 🪼 **SeaScript** 🪸
## Inspiration
Learning MATLAB can be as appealing as a jellyfish sting. Traditional resources often leave students lost at sea, making the process more exhausting than a shark's endless swim. SeaScript transforms this challenge into an underwater adventure, turning the tedious journey of master... | ## Inspiration
We were inspired by hard working teachers and students. Although everyone was working hard, there was still a disconnect with many students not being able to retain what they learned. So, we decided to create both a web application and a companion phone application to help target this problem.
## What ... | ## Inspiration
Us college students all can relate to having a teacher that was not engaging enough during lectures or mumbling to the point where we cannot hear them at all. Instead of finding solutions to help the students outside of the classroom, we realized that the teachers need better feedback to see how they ca... | partial |
## What it does
ColoVR is a virtual experience allowing users to modify their environment with colors and models. It's a relaxing, low poly experience that is the first of its kind to bring an accessible 3D experience to the Google Cardboard platform. It's a great way to become a creative in 3D without dropping a ton ... | ## Background
Collaboration is the heart of humanity. From contributing to the rises and falls of great civilizations to helping five sleep deprived hackers communicate over 36 hours, it has become a required dependency in the [git@ssh.github.com](mailto:git@ssh.github.com):**hacker/life**.
Plowing through the weeken... | ## Inspiration
Metaverse, VR, and games today lack true immersion. Even in the Metaverse, as a person, you exist completely phantom waist down. The movement of your elbows is predicted by an algorithm, and can look unstable and jittery. Worst of all, you have to use joycons to do something like waterbend, or spawn a f... | partial |
# Inspiration and Product
There's a certain feeling we all have when we're lost. It's a combination of apprehension and curiosity – and it usually drives us to explore and learn more about what we see. It happens to be the case that there's a [huge disconnect](http://www.purdue.edu/discoverypark/vaccine/assets/pdfs/pu... | ## Inspiration
The inspiration for our project stems from the increasing trend of online shopping and the declining foot traffic in physical stores. Our goal was to provide a unique and engaging experience for customers, encouraging them to visit physical stores and rediscover the joy of in-person shopping. We wanted ... | ## Where we got the spark?
**No one is born without talents**.
We all get this situation in our childhood, No one gets a chance to reveal their skills and gets guided for their ideas. Some skills are buried without proper guidance, we don't even have mates to talk about it and develop our skills in the respective fiel... | winning |
## Inspiration
My father put me in charge of his finances and in contact with his advisor, a young, enterprising financial consultant eager to make large returns. That might sound pretty good, but to someone financially conservative like my father doesn't really want that kind of risk in this stage of his life. The op... | 
# What is gitStarted?
GitStarted is a developer tool to help get projects off the ground in no time. When time is of the essence, devs hate losing time to setting up repositories. GitStarted streamlines the repo crea... | ## Inspiration
The inspiration for the project was to design a model that could detect fake loan entries hidden amongst a set of real loan entries. Also, our group was eager to design a dashboard to help see these statistics - many similar services are good at identifying outliers in data but are unfriendly to the use... | winning |
## Inspiration
The inspiration from merchflow was the Google form that PennApps sent out regarding shipping swag. We found the question regarding distribution on campuses particularly odd, but it made perfect sense after giving it a bit more thought. After all, shipping a few large packages is cheaper than many small ... | ## Inspiration
iPonzi started off as a joke between us, but we decided that PennApps was the perfect place to make our dream a reality.
## What it does
The app requires the user to sign up using an email and/or social logins. After purchasing the application and creating an account, you can refer your friends to the... | ## Why We Created **Here**
As college students, one question that we catch ourselves asking over and over again is – “Where are you studying today?” One of the most popular ways for students to coordinate is through texting. But messaging people individually can be time consuming and awkward for both the inviter and t... | partial |
## Inspiration
We wanted to bring financial literacy into being a part of your everyday life while also bringing in futuristic applications such as augmented reality to really motivate people into learning about finance and business every day. We were looking at a fintech solution that didn't look towards enabling fin... | ## Inspiration
Today Instagram has become a huge platform for social activism and encouraging people to contribute to different causes. I've donated to several of these causes but have always been met with a clunky UI that takes several minutes to fully fill out. With the donation inertia already so high, it makes sen... | # turnip - food was made for sharing.
## Inspiration
After reading about the possible projects, we decided to work with Velo by Wix on a food tech project. What are two things that we students never get tired of? Food and social media! We took some inspiration from Radish and GoodReads to throw together a platform fo... | winning |
## Inspiration
Lots of applications require you to visit their website or application for initial tasks such as signing up on a waitlist to be seen. What if these initial tasks could be performed at the convenience of the user on whatever platform they want to use (text, slack, facebook messenger, twitter, webapp)?
#... | This project was developed with the RBC challenge in mind of developing the Help Desk of the future.
## What inspired us
We were inspired by our motivation to improve the world of work.
## Background
If we want technical support, we usually contact companies by phone, which is slow and painful for both users and te... | ## Inspiration
In this era, with medicines being readily available for consumption, people take on pills without even consulting with a specialist to find out what diagnosis they have. We have created this project to find out what specific illnesses that a person can be diagnosed with, so that they can seek out the co... | winning |
## Inspiration
I was walking down the streets of Toronto and noticed how there always seemed to be cigarette butts outside of any building. It felt disgusting for me, especially since they polluted the city so much. After reading a few papers on studies revolving around cigarette butt litter, I noticed that cigarette ... | ## Inspiration
The EPA estimates that although 75% of American waste is recyclable, only 30% gets recycled. Our team was inspired to create RecyclAIble by the simple fact that although most people are not trying to hurt the environment, many unknowingly throw away recyclable items in the trash. Additionally, the sheer... | ## Inspiration
How many times have you been walking around the city and seen trash on the ground, sometimes just centimetres away from a trash can? It can be very frustrating to see people who either have no regard for littering, or just have horrible aim. This is what inspired us to create TrashTalk: trash talk for y... | winning |
OUR VIDEO IS IN THE COMMENTS!! THANKS FOR UNDERSTANDING (WIFI ISSUES)
## Inspiration
As a group of four students having completed 4 months of online school, going into our second internship and our first fully remote internship, we were all nervous about how our internships would transition to remote work. When remin... | ## Inspiration
Social interaction with peers is harder than ever in our world today where everything is online. We wanted to create a setting that will mimic organic encounters the same way as if they would occur in real life -- in the very same places that you’re familiar with.
## What it does
Traverse a map of you... | ## **CoLab** makes exercise fun.
In August 2020, **53%** of US adults reported that their mental health has been negatively impacted due to worry and stress over coronavirus. This is **significantly higher** than the 32% reported in March 2020.
That being said, there is no doubt that Coronavirus has heavily impacted ... | partial |
## Inspiration
Team member's father works in the medical field and he presented the problem to us. We wanted to try to create a tool that he could actually use in the workplace.
## What it does
Allows users to create requests for air ambulances (medically equipped helicopters) and automatically prioritizes and dispa... | ## Inspiration
Originally, we wanted to think of various ways drone delivery could be used to solve problems, and decided to create an app for emergency medicine delivery as there are certainly situations in which someone might not be able to make it to the hospital or pharmacy. Drones could deliver life-saving produc... | # BananaExpress
A self-writing journal of your life, with superpowers!
We make journaling easier and more engaging than ever before by leveraging **home-grown, cutting edge, CNN + LSTM** models to do **novel text generation** to prompt our users to practice active reflection by journaling!
Features:
* User photo --... | partial |
This project was developed with the RBC challenge in mind of developing the Help Desk of the future.
## What inspired us
We were inspired by our motivation to improve the world of work.
## Background
If we want technical support, we usually contact companies by phone, which is slow and painful for both users and te... | ## Problem
In these times of isolation, many of us developers are stuck inside which makes it hard for us to work with our fellow peers. We also miss the times when we could just sit with our friends and collaborate to learn new programming concepts. But finding the motivation to do the same alone can be difficult.
#... | ## Inspiration
All of us have gone through the painstaking and difficult process of onboarding as interns and making sense of huge repositories with many layers of folders and files. We hoped to shorten this or remove it completely through the use of Code Flow.
## What it does
Code Flow exists to speed up onboarding... | winning |
## Inspiration
We love cooking and watching food videos. From the Great British Baking Show to Instagram reels, we are foodies in every way. However, with the 119 billion pounds of food that is wasted annually in the United States, we wanted to create a simple way to reduce waste and try out new recipes.
## What it d... | ## Inspiration
Food waste is a huge issue globally. Overall, we throw out about 1/3 of all of the food we produce ([FAO](https://www.fao.org/3/mb060e/mb060e00.pdf)), and that number is even higher at up to 40% in the U.S. ([Gunders](https://www.nrdc.org/sites/default/files/wasted-food-IP.pdf)). Young adults throw away... | ## Inspiration:
Every year, the world wastes about 2.5 billion tons of food, with the United States alone discarding nearly 60 million tons. This staggering waste inspired us to create **eco**, an app focused on food sustainability and community generosity.
## What it does:
**eco** leverages advanced Computer Vision... | winning |
## Inspiration
1. Affordable pet doors with simple "flap" mechanisms are not secure
2. Potty trained pets requires the door to be manually opened (e.g. ring a bell, scratch the door)
## What it does
The puppy *(or cat, we don't discriminate)* can exit without approval as soon as the sensor detects an object within t... | ## Inspiration
The failure of a certain project using Leap Motion API motivated us to learn it and use it successfully this time.
## What it does
Our hack records a motion password desired by the user. Then, when the user wishes to open the safe, they repeat the hand motion that is then analyzed and compared to the ... | ## Inspiration
## What it does
## It searches for a water Bottle!
## How we built it
## We built it using a roomba, raspberrypi with a picamera, python, and Microsoft's Custom Vision
## Challenges we ran into
## Attaining wireless communications between the pi and all of our PCs was tricky. Implementing Microsoft... | winning |
## Inspiration
We aims to bridge the communication gap between hearing-impaired individuals and those who don't understand sign language.
## What it does
This web app utilizes the webcam to capture hand gestures, recognizes the corresponding sign language symbols using machine learning models, and displays the resul... | ## **1st Place!**
## Inspiration
Sign language is a universal language which allows many individuals to exercise their intellect through common communication. Many people around the world suffer from hearing loss and from mutism that needs sign language to communicate. Even those who do not experience these condition... | ## What it does
What our project does is introduce ASL letters, words, and numbers to you in a flashcard manner.
## How we built it
We built our project with React, Vite, and TensorFlowJS.
## Challenges we ran into
Some challenges we ran into included issues with git commits and merging. Over the course of our pro... | winning |
## Inspiration
As computer science students, our writing skills are not as strong as our technical abilities, so we want a motivating platform to improve them.
## What it does
Fix My Mistake prompts users with a grammatically incorrect sentence that they must fix. Depending on the accuracy of their attempt, experien... | ## Inspiration
Patients often have trouble with following physiotherapy routines correctly which can often lead to worsening the affects of existing issues.
## What it does
Our project gives patients audio tips on where they are going wrong in real time and responds to voice commands to control the flow of their wor... | ## Inspiration
On social media, most of the things that come up are success stories. We've seen a lot of our friends complain that there are platforms where people keep bragging about what they've been achieving in life, but not a single one showing their failures.
We realized that there's a need for a platform where... | losing |
## Inspiration: The BarBot team came together with such diverse skill sets. We wanted to create a project that would highlight each member's various expertise. This expertise includes Internet of Things, hardware, and web development. After a long ideation session, we came up with BarBot. This robotic bartender will se... | ## Inspiration
We often want to read certain manga because we are interested in their stories, but are completely barred from doing so purely because there is no translation for them in English. As a result, we decided to make our own solution, in which we take the pages of the manga, translate them, and rewrite them ... | ## Inspiration
My friend Pablo used to throw me ball when playing beer pong, he moved away so i replaced him with a much better robot.
## What it does
it tosses you a ping pong ball right when you need, you just have to show it your hand.
## How we built it
With love sweat tears and lots of energy drink.
## Chall... | partial |
## Inspiration
According to Statistics Canada, nearly 48,000 children are living in foster care. In the United States, there are ten times as many. Teenagers aged 14-17 are the most at risk of aging out of the system without being adopted. Many choose to opt-out when they turn 18. At that age, most youths like our tea... | ## Inspiration
In 2020, Canada received more than 200,000 refugees and immigrants. The more immigrants and BIPOC individuals I spoke to, the more I realized, they were only aiming for employment opportunities as cab drivers, cleaners, dock workers, etc. This can be attributed to a discriminatory algorithm that scraps ... | ## Inspiration
In 2012 in the U.S infants and newborns made up 73% of hospitals stays and 57.9% of hospital costs. This adds up to $21,654.6 million dollars. As a group of students eager to make a change in the healthcare industry utilizing machine learning software, we thought this was the perfect project for us. Sta... | partial |
## Inspiration
To do our part to spread awareness and inspire the general public to make adjustments that will improve everyone's air quality. Also wanted to demonstrate that these adjustments are not as challenging and in our simulator, it shows that frequent small top ups go a long way.
## What it does
Our website... | ## Inspiration
One charge of the average EV's battery uses as much electricity as a house uses every 2.5 days. This puts a huge strain on the electrical grid: people usually plug in their car as soon as they get home, during what is already peak demand hours. At this time, not only is electricity the most expensive, b... | As a response to the ongoing wildfires devastating vast areas of Australia, our team developed a web tool which provides wildfire data visualization, prediction, and logistics handling. We had two target audiences in mind: the general public and firefighters. The homepage of Phoenix is publicly accessible and anyone ca... | partial |
## Inspiration
school
## What it does
school
## How we built it
school
## Challenges we ran into
school
## Accomplishments that we're proud of
school
## What we learned
school
## What's next for Aula
school | ## Inspiration
For University of Toronto students, the campus can be so large, that many times it can be difficult to find quiet spaces to study or louder spaces to spend some time with friends. We created UofT SoundSpace to help students find quiet and loud spaces around campus to help reduce conflicts between those ... | ## Inspiration 💥
Our inspiration is to alter the way humans have acquired knowledge and skills over the last hundred years. Instead of reading or writing, we devised of a method fo individuals to teach others through communication and mentoring. A way that not only benefits those who learn but also helps them achieve... | losing |
Need to filter my messages based on date, sender and content
Saw playstore, not many apps were there, and most of them were paid
So made a free version for all | ## Inspiration
Exercising is very important to living a healthy and happy life. Motivation and consistency are key factors that prevent people from reaching their fitness goals. There are many apps to try to help motivate aspiring athletes, but they often just pit people against each other and focus on raw performance... | ## Inspiration
In one calendar year, approximately 1 in 6 children are sexually victimized within the United States. Unfortunately, technology has enabling instant messaging and social media has been identified as a large source of where these grave events trace back. With this information, we knew that helping the ef... | losing |
The simple pitch behind ResQ: disaster recovery and evacuation are hard.
People crowd the streets making it difficult to quickly evacuate an area. Additionally, for those who choose not to evacuate, they face the possibility of being difficult to find for rescuers. What we've built is a 3 pronged approach.
1. ResQ Re... | # Doctors Within Borders
### A crowdsourcing app that improves first response time to emergencies by connecting city 911 dispatchers with certified civilians
## 1. The Challenge
In Toronto, ambulances get to the patient in 9 minutes 90% of the time. We all know
that the first few minutes after an emergency occurs ar... | ## Inspiration
In times of disaster, the capacity of rigid networks like cell service and internet dramatically decreases at the same time demand increases as people try to get information and contact loved ones. This can lead to crippled telecom services which can significantly impact first responders in disaster str... | winning |
## Inspiration
In today's fast-paced world, we're all guilty of losing ourselves in the vast digital landscape. The countless hours we spend on our computers can easily escape our attention, as does the accumulating stress that can result from prolonged focus. Screen Sense is here to change that. It's more than just a... | ## Table Number
358
## Inspiration
As international students, many of us on the TheraAI team have traveled thousands of miles to build a future for ourselves. In the process, we often become so busy that we can't spend as much time with our parents, who miss us deeply as they grow older. This personal experience ins... | A long time ago (last month) in a galaxy far far away (literally my room) I was up studying late for exams and decided to order some hot wings. With my food being the only source of joy that night you can imaging how devastated I was to find out that they were stolen from the front lobby of my building! That's when the... | losing |
## Inspiration
Why not? We wanted to try something new. Lip reading and the Symphonic Labs API was something we hadn't seen before. **We wanted to see how far we could push it!**
## What it does
Like singing? LLR is for you! Don’t like singing? LLR IS STILL FOR YOU! Fight for the top position in a HackTheNorth lip-s... | ## Inspiration
We've all been there - racing to find an empty conference room as your meeting is about to start, struggling to hear a teammate who's decided to work from a bustling coffee shop, or continuously muting your mic because of background noise.
As the four of us all conclude our internships this summer, we’... | ## Inspiration
We wanted to make a natural language processing app that inferred sentiment from vocal performance, while incorporating all of this within a game.
## What it does
You can upload a YouTube video that will be parsed into text, and then challenge friends to make a rendition of what the text entails. Live... | partial |
## Inspiration
Survival from out-of-hospital cardiac arrest remains unacceptably low worldwide, and it is the leading cause of death in developed countries. Sudden cardiac arrest takes more lives than HIV and lung and breast cancer combined in the U.S., where survival from cardiac arrest averages about 6% overall, tak... | ## Inspiration
The world is going through totally different times today, and there is more need to give back and help each other during these uncertain times. Volassis was born during the COVID-19 pandemic when so much volunteering was happening but not a single system was available to enable and motivate individuals ... | ## Inspiration
Recently, we came across a BBC article reporting a teenager having seizure was saved by online gamer - 5,000 miles away in Texas, via alerting medical services. Surprisingly, the teenager's parents weren't aware of his condition despite being in the same home.
## What it does
Using remote photoplethys... | partial |
# Relive and Relearn
*Step foot into a **living photo album** – a window into your memories of your time spent in Paris.*
## Inspiration
Did you know that 70% of people worldwide are interested in learning a foreign language? However, the most effective learning method, immersion and practice, is often challenging f... | ## Inspiration
A chatbot is often described as one of the most advanced and promising expressions of interaction between humans and machines. For this reason we wanted to create one in order to become affiliated with Natural Language Processing and Deep-Learning through neural networks.
Due to the current pandemic, w... | ## Inspiration
After Apple announced their first ARDevKit, our group knew we wanted to tinker with the idea. Having an experienced group who won previous hackathons with mobile apps, we were excited to delve head-first into the world of Augmented Reality.
## What it does
It calculates the instantaneous/average veloc... | winning |
## Members
Keith Khadar, Alexander Salinas, Eli Campos, Gabriella Conde
## Inspiration
Last year, Keith had a freshman roommate named Cayson who had played high school football until a knee injury sidelined him. While his condition improved in college—allowing him to walk, he couldn’t run. Keith remembered how he of... | ## Inspiration
One of our team members, Aditya, has been in physical therapy (PT) for the last year after a wrist injury on the tennis court. He describes his experience with PT as expensive and inconvenient. Every session meant a long drive across town, followed by an hour of therapy and then the journey back home. O... | ## what we do:
we give a platform for local business
## Inspiration:
Saw a lot of local businesses struggle during covid and was motivated to help these businesses continue to run
## What it does:
It is a platform where businesses can post their "business cards" in a free gallery. This gallery can be accessed by p... | partial |
## Inspiration
We wanted to create an interactive desktop with the concept of space involved just as in the days before computers became a common workplace tool. We went for the futuristic approach where icons and files can be grabbed and interacted with in virtual reality.
## What it does
It places the user in a 3D... | ## 💡Inspiration
* In Canada, every year there are 5.3 million people who feel they need some form of help for their mental health! But ordinary therapies is unfortunately boring and might be ineffective :( Having to deal with numerous patients every day, it also might be difficult for a mental health professional to ... | ## Inspiration
We believe current reCAPTCHA v.3 has few problems. First, it is actually hard to prove myself to be not robot. It is because Machine Learning is advancing everyday, and ImageToText's (Computer Vision) accuracy is also skyrocketing. Thus, CAPTCHA question images have to be more difficult and vague. Secon... | losing |
Memento is an all in one IoT application that provides therapy and care for dementia patients. It runs on two separate platforms that communicate their data with each other. The first part of our solution is a mobile Android Application. In this application, the user can enter Admin mode and create their settings for v... | ## Inspiration
The summer before college started, all of us decided to take trips to different parts of the world to live our last few days before moving out to the fullest. During these trips, we all figured that there were so many logistics and little things that we needed to worried about in order to have a success... | ## What it does
MemoryLane is an app designed to support individuals coping with dementia by aiding in the recall of daily tasks, medication schedules, and essential dates.
The app personalizes memories through its reminisce panel, providing a contextualized experience for users. Additionally, MemoryLane ensures time... | partial |
## Inspiration
During the past summer, we experienced the struggles of finding subletters for our apartment. Ads were posted in various locations, ranging from Facebook to WeChat. Our feeds were filled with other people looking for people to sublet as well. As a result, we decided to create Subletting Made Easy. We en... | ## Inspiration
In the “new normal” that COVID-19 has caused us to adapt to, our group found that a common challenge we faced was deciding where it was safe to go to complete trivial daily tasks, such as grocery shopping or eating out on occasion. We were inspired to create a mobile app using a database created complet... | ## Being a university student during the pandemic is very difficult. Not being able to connect with peers, run study sessions with friends and experience university life can be challenging and demotivating. With no present implementation of a specific data base that allows students to meet people in their classes and b... | partial |
## Inspiration
Ever sit through a long and excruciating video like a lecture or documentary? Is 2x speed too slow for youtube? TL;DW
## What it does
Just put in the link to the YouTube video you are watching, then wait as our Revlo and NLTK powered backend does natural language processing to give you the GIFs from G... | ## Inspiration
The inspiration for the project was our desire to make studying and learning more efficient and accessible for students and educators. Utilizing advancements in technology, like the increased availability and lower cost of text embeddings, to make the process of finding answers within educational materi... | ## Inspiration
I like looking at things. I do not enjoy bad quality videos . I do not enjoy waiting. My CPU is a lazy fool. He just lays there like a drunkard on new years eve. My poor router has a heart attack every other day so I can stream the latest Kylie Jenner video blog post, or has the kids these days call it,... | partial |
## Inspiration
Many people on our campus use an app called When2Meet to schedule meetings, but their UI is terrible, their features are limited, and overall we thought it could be done better. We brainstormed what would make When2Meet better and thought the biggest thing would be a simple new UI as well as a proper ac... | ## Inspiration
Since the advent of cloud based computing, personal computers have started to become less and less powerful, to the point where they have started to become little more than web viewers. While this has lowered costs, and consequently more people have access to computers, people have less freedom to run t... | ## Inspiration
After experiencing multiple online meetings and courses, a constant ending question that arose from the meeting hosts was always a simple "How are we feeling?" or "Does everybody understand?" These questions are often followed by a simple nod from the audience despite their true comprehension of the inf... | partial |
## Inspiration
The motivation behind creating catPhish arises from the unfortunate reality that many non-tech-savvy individuals often fall victim to phishing scams. These scams can result in innocent people losing nearly their entire life savings due to these deceptive tactics employed by cybercriminals. By leveraging... | ## Inspiration
Having grown frustrated with the sheer volume of spam, fraudulent, and malicious unsolicited messages being sent over the internet, we wanted to develop a reliable way to distinguish the authentic from the spurious. We identified that the elderly and those who are not as technologically literate are at ... | ## Inspiration
We are tired of being forgotten and not recognized by others for our accomplishments. We built a software and platform that helps others get to know each other better and in a faster way, using technology to bring the world together.
## What it does
Face Konnex identifies people and helps the user ide... | losing |
## Inspiration
NFTs or Non-Fungible Tokens are a new form of digital assets stored on blockchains. One particularly popular usage of NFTs is to record ownership of digital art. NFTs offer several advantages over traditional forms of art including:
1. The ledger of record which is a globally distributed database, mean... | ## Inspiration
Medical hospitals often conduct “discharge interviews” with healing patients deemed healthy enough to leave the premises. The purpose of this test is to determine what accommodations patients will require post-hospital-admittance. For instance, elderly patients who live in multi-level houses might requi... | ## Inspiration
With NFTs, Crypto, and Blockchain becoming more mainstream, online marketplaces like digital art platforms have never been more relevant. However, until recently, life has been very difficult for artists to portray and sell their art in art galleries. Our team saw this as an opportunity to not only intr... | partial |
## Inspiration
We're computer science students, need we say more?
## What it does
"Single or Nah" takes in the name of a friend and predicts if they are in a relationship, saving you much time (and face) in asking around. We pull relevant Instagram data including posts, captions, and comments to drive our Azure-powe... | ## Inspiration
Companies lack insight into their users, audiences, and marketing funnel.
This is an issue I've run into on many separate occasions. Specifically,
* while doing cold marketing outbound, need better insight onto key variables of successful outreach
* while writing a blog, I have no idea who reads it
* ... | ## Inspiration
The inspiration for building this project likely stemmed from the desire to empower students and make learning coding more accessible and engaging. It combines AI technology with education to provide tailored support, making it easier for students to grasp coding concepts. The goal may have been to addr... | winning |
As a team, we collectively understand the struggles of being forgetful. With needing to remake an Apple ID password on every login, it gets frustrating, and that’s only a fraction of what patients with Alzheimer's experience. With this in mind, we built ActivEar.
ActivEar is an application that continuously records, t... | ## Inspiration
To students, notes are an academic gold standard. Many work tirelessly to create immaculate lecture transcriptions and course study guides - but not everyone writes in a style that is accessible to everyone else, making the task of sharing notes sometimes fruitless. Moreover, board notes are often messy... | ## Inspiration
In a world where a tweet out of context can cost you your career, it is increasingly important to be in the right, but this rigidity alienates a productive and proud group of people in the world--the impulsive. Politically Correct is a solution for those who would risk a slap for a laugh and who would m... | losing |
## Inspiration
## What it does
The leap motion controller tracks hand gestures and movements like what an actual DJ would do (raise/lower volume, cross-fade, increase/decrease BPM, etc.) which translate into the equivalent in the VirtualDJ software. Allowing the user to mix and be a DJ without touching a mouse or key... | ## Motivation
Coding skills are in high demand and will soon become a necessary skill for nearly all industries. Jobs in STEM have grown by 79 percent since 1990, and are expected to grow an additional 13 percent by 2027, according to a 2018 Pew Research Center survey. This provides strong motivation for educators to ... | ## 💡Inspiration
Gaming is often associated with sitting for long periods of time in front of a computer screen, which can have negative physical effects. In recent years, consoles such as the Kinect and Wii have been created to encourage physical fitness through games such as "Just Dance". However, these consoles are... | winning |
>
> <very-low.tech>
>
>
>
# Why we did
---
Ever since the creation of online video sharing, high bandwidth usages have always been a major issue. We wanted to develop a service that allowed for low data usage video sharing, because even now some areas in the world have limited bandwidth making it very difficult to d... | ## What it does
MusiCrowd is an interactive democratic music streaming service that allows individuals to vote on what songs they want to play next (i.e. if three people added three different songs to the queue the song at the top of the queue will be the song with the most upvotes). This system was built with the int... | ## Inspiration
Currently, there are over **360 million people** across the globe who suffer from disabling hearing loss. When these individuals want to watch videos or movies online, they have no choice but to read the live captions.
Studies have shown that individuals who are hearing impaired generally **prefer havin... | winning |
## Inspiration
Many of us have a hard time preparing for interviews, presentations, and any other social situation. We wanted to sit down and have a real talk... with ourselves.
## What it does
The app will analyse your speech, hand gestures, and facial expressions and give you both real-time feedback as well as a c... | ## Inspiration
Knowtworthy is a startup that all three of us founded together, with the mission to make meetings awesome. We have spent this past summer at the University of Toronto’s Entrepreneurship Hatchery’s incubator executing on our vision. We’ve built a sweet platform that solves many of the issues surrounding ... | ## Inspiration
In high school, a teacher of ours used to sit in the middle of the discussion to draw lines from one person to another on paper to identify the trends of the discussion. It's a very meaningful activity as we could see how balanced the discussion is, allowing us to highlight to people who had less chance... | winning |
## Inspiration
The inspiration behind Matcha stemmed from our collective frustration with the overwhelming nature of email overload. We envisioned a tool that could streamline the email sorting process.
## What it does
Matcha utilizes LLMs to automatically categorize and prioritize incoming emails based on their con... | ## Inspiration
I was inspired to create this personalized affirmation app because sometimes I feel like I’m not good enough, and looking at my achievements helps me stay motivated.
## What it does
Our application searches the user's email and calendar history, for documents it can use to uplift the user. It proves t... | ## Inspiration
Recently we have noticed an influx in elaborate spam calls, email, and texts. Although for a native English and technologically literate person in Canada, these phishing attempts are a mere inconvenience, to susceptible individuals falling for these attempts may result in heavy personal or financial los... | losing |
## Inspiration
We wanted to draw awareness and highlight the disparity in access to quality healthcare.
## What it does
The dataset combines demographic data by county, whether it is a medically underserved community, and the average insurance data per county.
## How we built it
We looked on the internet for datas... | ## Inspiration
The Among Us Game has recently become extremely popular as friends and family are trying to stay connected - from a distance. Our bot enhances these interactions with easy-to-use, fun commands.
## What it does
!mute: mutes all players in your voice channel
!unmute : unmutes all players for inputted l... | # Stegano
## End-to-end steganalysis and steganography tool
#### Demo at <https://stanleyzheng.tech>
Please see the video before reading documentation, as the video is more brief: <https://youtu.be/47eLlklIG-Q>
A technicality, GitHub user RonanAlmeida ghosted our group after committing react template code, which ha... | losing |
## Inspiration
Due to inadequate sleep, many teens and adolescents have trouble staying awake while working, often resulting in poor performance. At least once a week, more than a quarter of high school students fall asleep in class, and 22% of students fall asleep during homework.
## What it does
To detect drowsine... | ## Inspiration
We have all had that situation where our alarm goes off and we wake up super drowsy despite getting at least 8 hours of sleep. It turns out, this drowsiness is due to sleep inertia, which is at its worst when we are woken up in REM or deep sleep.
## What it does
Our device uses an 3-axis accelerometer... | ## Inspiration
We were inspired by Katie's 3-month hospital stay as a child when she had a difficult-to-diagnose condition. During that time, she remembers being bored and scared -- there was nothing fun to do and no one to talk to. We also looked into the larger problem and realized that 10-15% of kids in hospitals d... | losing |
## Inspiration
I personally like to journal a lot. It's instrumental in helping my understand my own mental state during times of highs and especially times of lows. When I flip through my journal in the past, it's only then that I start to realize the patterns that developed and the big picture emotional swings I was... | ## Inspiration
Inspired by the sucky social life of students in McGill!
## What it does:
Meggie take care of you !
Basically, you get a virtual social life (barely) so Concordia students won't have a chance to post memes about how lonely is McGill, cool right ?
## How I built it:
Android, NLU, Naunce Mix and so ma... | ## 💡Inspiration
* 2020 US Census survey showed that adults were 3x more likely to screen positive for depression or anxiety in 2020 vs 2019
* A 2019 review of 18 papers summarized that wearable data could help identify depression, and coupled with behavioral therapy can help improve mental health
* 1 in 5 americans o... | losing |
## Inspiration
We’re huge believers that every individual can make a stand against climate change. We realised that there are many apps that give nutritional information regarding the food you consume, but there exists no tool that shows you the environmental impact.
We wanted to make a difference.
## What it does
... | ## Inspiration
There are very small but impactful ways to be eco-conscious 🌱 in your daily life, like using reusable bags, shopping at thrift stores, or carpooling. We know one thing for certain; people love rewards ✨. So we thought, how can we reward people for eco-conscious behaviour such as taking the bus or shopp... | ## Inspiration
We love cooking and watching food videos. From the Great British Baking Show to Instagram reels, we are foodies in every way. However, with the 119 billion pounds of food that is wasted annually in the United States, we wanted to create a simple way to reduce waste and try out new recipes.
## What it d... | partial |
## 💡Inspiration
In a time of an emergency when a patient is unconscious, how can we be so sure that the first aid responders know what painkillers they can give, what condition they might've fallen ill to, and what their medical history is? Many years ago, there was an incident where a patient was allergic to the nar... | ## Inspiration
Our inspiration for this project was the technological and communication gap between healthcare professionals and patients, restricted access to both one’s own health data and physicians, misdiagnosis due to lack of historical information, as well as rising demand in distance-healthcare due to the lack ... | ## Inspiration
Many people around the world do not know what health insurance is and how it can benefit them. For example, during the COVID-19 pandemic, people in India did not have access to health insurance which led to many deaths. It also caused many families to have debt due to expensive medical bills. Our hope i... | partial |
## Inspiration 💭
With the current staffing problem in hospitals due to the lingering effects of COVID-19, we wanted to come up with a solution for the people who are the backbone of healthcare. **Personal Support Workers** (or PSWs) are nurses that travel between personal and nursing homes to help the elderly and dis... | ## Inspiration
Our project is inspired by the sister of one our creators, Joseph Ntaimo. Joseph often needs to help locate wheelchair accessible entrances to accommodate her, but they can be hard to find when buildings have multiple entrances. Therefore, we created our app as an innovative piece of assistive tech to i... | ## Inspiration
As children of immigrants, we have seen how the elderly in our respective communities struggle to communicate and find suitable PSWs that can provide the care that they need in their homes.
Currently, finding a personal support worker in Canada is not as easy as it should be. Connecting PSWs with patien... | winning |
## Inspiration
Not wanting to keep moving my stuff around all the time while moving between SF and Waterloo, Canada.
## What it does
It will call a Postmate to pick up your items, which will then be delivered to our secure storage facility. The Postmate will be issued a one time use code for the lock to our facility... | ## Inspiration
## What it does
The SmartBox Delivery Service allows independent couriers and their customers to easily deliver and securely receive packages. The delivery person starts by scanning the package, and the system opens and reserves a SmartBox for them, for every package they scan. When they deliver the pa... | ## Inspiration
We are inspired by...
## What it does
Doc Assist is a physician tool used to help automate and help expedite the patient diagnosis process. The Doc Assist MVP specifically will take information about a users symptoms and imaging records such as chest Xray images to predict the chance of pneumonia.
##... | partial |
## Inspiration
Relevant related news stories can be difficult to obtain on the average news website. We wanted a better way to visualize the world news and how each story was related to the others through time.
## What it does
Our application shows suggested news related news stories in time to the one the user is l... | ## Inspiration
As high school seniors, we are all taking a government course this year, and a key part of the class is staying up to date on current events in politics. However, in recent years, with the country being more politically polarized than ever, it's not always easy to find an unbiased source of news. On top... | ## Inspiration
When reading news articles, we're aware that the writer has bias that affects the way they build their narrative. Throughout the article, we're constantly left wondering—"What did that article not tell me? What convenient facts were left out?"
## What it does
*News Report* collects news articles by to... | losing |
## Inspiration
Some things can only be understood through experience, and Virtual Reality is the perfect medium for providing new experiences. VR allows for complete control over vision, hearing, and perception in a virtual world, allowing our team to effectively alter the senses of immersed users. We wanted to manipu... | ## Inspiration
Shashank Ojha, Andreas Joannou, Abdellah Ghassel, Cameron Smith
#

Clarity is an interactive smart glass that uses a convolutional neural network, to notify the user of the emotions of those in front of them. This wear... | ## Inspiration
This generation of technological innovation and human factor design focuses heavily on designing for individuals with disabilities. As such, the inspiration for our project was an application of object detection (Darknet YOLOv3) for visually impaired individuals. This user group in particular has limite... | winning |
## Inspiration
We noticed a lot of stress among students around midterm season and wanted to utilize our programming skills to support them both mentally and academically. Our implementation was profoundly inspired by Jerry Xu's Simply Python Chatbot repository, which was built on a different framework called Keras. T... | ## Inspiration
Our inspiration for this project came from the issue we had in classrooms where many students would ask the same questions in slightly different ways, causing the teacher to use up valuable time addressing these questions instead of more pertinent and different ones.
Also, we felt that the bag of words ... | ## Inspiration
As students, we understand the stress that builds up in our lives. Furthermore, we know how important it is to reflect on the day and plan how to improve for tomorrow. It might be daunting to look for help from others, but wouldn't an adorable dino be the perfect creature to talk to your day about? Cute... | losing |
## Inspiration
* "How do animals perceive the world compared to humans?"
* "Given that dogs have fewer cone cells, how different is their color vision?"
* "What's the visual experience of a person with color blindness?"
* "How have animals' visual adaptations influenced their survival and behavior?"
* Drawing from Car... | ## Inspiration
We wanted to create an AI-based web app that would allow visually impaired people to understand the content of photographs.
## What it does
This project uses an encoder-decoder architecture to caption images, which are then output as audio.
## How we built it
We used a ResNet50 model to create image... | ## Inspiration
There are approximately **10 million** Americans who suffer from visual impairment, and over **5 million Americans** suffer from Alzheimer's dementia. This weekend our team decided to help those who were not as fortunate. We wanted to utilize technology to create a positive impact on their quality of li... | losing |
## Inspiration
Since the days of yore, we have heard how an army of drones is going to bridge the last-mile gap of accessibility in the supply chain of various products for many people in the world. A good example of this can already be seen with Zipline in Rwanda and Ghana, which is already on its way to success with... | ## Inspiration
DeliverAI was inspired by the current shift we are seeing in the automotive and delivery industries. Driver-less cars are slowly but surely entering the space, and we thought driverless delivery vehicles would be a very interesting topic for our project. While drones are set to deliver packages in the n... | ## Inspiration:
As a group of 4 people who met each other for the first time, we saw this event as an inspiring opportunity to learn new technology and face challenges that we were wholly unfamiliar with. Although intuitive when combined, every feature of this project was a distant puzzle piece of our minds that has b... | partial |
## Inspiration
An abundance of qualified applicants lose their chance to secure their dream job simply because they are unable to effectively present their knowledge and skills when it comes to the interview. The transformation of interviews into the virtual format due to the Covid-19 pandemic has created many challen... | ## Inspiration 🌟
Nostalgia comes through small items that trigger our sweet old memories. It reminds us of simpler times when a sticky note was all we needed to remember something important and have fun. Those satisfying moments of peeling the last layer of the memo pad, the embarrassing history of putting online pas... | ## Inspiration
We recognized the overwhelming amount of disparate information scattered across the web. This made it hard for individuals to find concise, reliable instructions for a wide array of tasks. "How To ANYTHING" was born out of the desire to streamline this process, turning any query into a detailed guide.
... | partial |
## Inspiration
My recent job application experience with a small company opened my eyes to the hiring challenges faced by recruiters. After taking time to thoughtfully evaluate each candidate, they explained how even a single bad hire wastes significant resources for small teams. This made me realize the need for a be... | ## Inspiration
In 2020, Canada received more than 200,000 refugees and immigrants. The more immigrants and BIPOC individuals I spoke to, the more I realized, they were only aiming for employment opportunities as cab drivers, cleaners, dock workers, etc. This can be attributed to a discriminatory algorithm that scraps ... | ## Inspiration
Blockchain has created new opportunities for financial empowerment and decentralized finance (DeFi), but it also introduces several new considerations. Despite its potential for equitability, malicious actors can currently take advantage of it to launder money and fund criminal activities. There has bee... | partial |
# 🤖🖌️ [VizArt Computer Vision Drawing Platform](https://vizart.tech)
Create and share your artwork with the world using VizArt - a simple yet powerful air drawing platform.

## 💫 Inspiration
>
> "... | ## Inspiration
Neuro-Matter is an integrated social platform designed to combat not one, but 3 major issues facing our world today: Inequality, Neurological Disorders, and lack of information/news.
We started Neuro-Matter with the aim of helping people facing the issue of Inequality at different levels of society. Th... | ## Inspiration
After a bit of research, we found that immediately following a natural disaster, the lack of aid is the cause of most of the casualties. In many third world countries, it takes as long as \_ a few weeks \_ for first responders to rescue many survivors. Many people in need of food, water, medicine, and o... | winning |
## Inspiration 💥
Our inspiration is to alter the way humans have acquired knowledge and skills over the last hundred years. Instead of reading or writing, we devised of a method fo individuals to teach others through communication and mentoring. A way that not only benefits those who learn but also helps them achieve... | ## Inspiration
We’ve all had the experience of needing assistance with a task but not having friends available to help. As a last resort, one has to resort to large, class-wide GroupMe’s to see if anyone can help. But most students have those because they’re filled with a lot of spam. As a result, the most desperate c... | Hello and thank you for judging my project. I am listing below two different links and an explanation of what the two different videos are. Due to the time constraints of some hackathons, I have a shorter video for those who require a lower time. As default I will be placing the lower time video up above, but if you ha... | partial |
Live Demo Link: <https://www.youtube.com/live/I5dP9mbnx4M?si=ESRjp7SjMIVj9ACF&t=5959>
## Inspiration
We all fall victim to impulse buying and online shopping sprees... especially in the first few weeks of university. A simple budgeting tool or promising ourselves to spend less just doesn't work anymore. Sometimes we ... | ## Inspiration
Partially inspired by the Smart Cities track, we wanted our app to have the direct utility of ordering food, while still being fun to interact with. We aimed to combine convenience with entertainment, making the experience more enjoyable than your typical drive-through order.
## What it does
You inter... | 


## Inspiration
Any seasoned online shopper knows that one of the best ways to get information ab... | winning |
## Inspiration
We wanted to create a new way to interact with the thousands of amazing shops that use Shopify.

## What it does
Our technology can be implemented inside existin... | ## Inspiration
We wanted to explore what GCP has to offer more in a practical sense, while trying to save money as poor students
## What it does
The app tracks you, and using Google Map's API, calculates a geofence that notifies the restaurants you are within vicinity to, and lets you load coupons that are valid.
#... | ## Inspiration
We **love** bubble tea a lot... but sometimes it gets expensive. Like any popular product on-trend, coffee, crispy chicken sandwiches and other fast foods, there's competition for the best value — and /tap.io.ca is here to get you to the best deals, based on your habits.
## What it does
Tap into your ... | winning |
## Inspiration
Homes are becoming more and more intelligent with Smart Home products such as the Amazon Echo or Google Home. However, users have limited information about the infrastructure's status.
## What it does
Our smart chat bot helps users to monitor their house's state from anywhere using low cost sensors. O... | ## Problem Statement
As the number of the elderly population is constantly growing, there is an increasing demand for home care. In fact, the market for safety and security solutions in the healthcare sector is estimated to reach $40.1 billion by 2025.
The elderly, disabled, and vulnerable people face a constant risk ... | ## Inspiration
## What it does
Addition, subtraction, multiplication, division of numbers. It supports brackets as well.
## How we built it
Using a LCD display as output and a keypad as input. First, the input is converted to postfix notation (reverse Polish). The data is then processed and the result is outputted.... | winning |
## Inspiration
As a developer, I understand the importance of an efficient and automated build process in software development. Manually triggering builds can become a time-consuming and error-prone task, especially as projects grow in size and complexity. That's why I was inspired to build a GitHub Build Trigger Appl... | ## Inspiration
This project came about because I have very limited data on my phone plan and when I'm outdoors I still need to get access to transit information and do quick searches.
## What it does
Guardian SMS allows you to access the powerful Google Assistant through SMS. You can send your searches to a phone nu... | ## Inspiration
Our inspiration for Pi-Casso came from our tedious experiences with freehand drawing in design class at school. We realized that sketching and drawing can be very challenging, even for fully able people. Therefore, we looked at HTN 2022 as an opportunity to design a system that would allow disabled peop... | partial |
## Inspiration
Do you think twice about security before installing an `apt` package? What about downloading an OS ISO image from an official site? The robust and trustworthy community of modern package managers, fueled by active open-source contributions, seems unshakably strong.
Except it isn't. "I suggest you find ... | ## Inspiration
**Being lazy doesn't quite means we cannot buy NFTs.** Even NFTs are now lazily mintable. Web3 storage facility provided by IPFS changes how we store our data. With every other protocol emerging in web3, we still lag a massive user adoption and frictionless services embedded within our everyday engageme... | ## Inspiration
We were tired of the same boring jokes that Alexa tells. In an effort to spice up her creative side, we decided to implement a machine learning model that allows her to rap instead.
## What it does
Lil 'lexa uses an LSTM machine learning model to create her own rap lyrics based on the input of the use... | losing |
## Inspiration
Genes are the code of life, a sequencing that determines who you are, what you look like, what you do and how you behave. Sequencing is the process of determining the order of bases in an organisms genome. Knowing one's genetic sequence can give insight into inherited genetic disorders, one's ancestry, ... | ## Inspiration
Our inspiration came from our desire of bubble tea. We wanted to share an app that would help others from being in our predicament.
## What it does
It locates bubble tea shops and displays featured locations which are within close proximity to the user. Featured drinks from each location are recommend... | ## Inspiration
When we first read Vitech's challenge for processing and visualizing their data, we were collectively inspired to explore a paradigm of programming that very few of us had any experience with, machine learning. With that in mind, the sentiment of the challenge themed around health care established relev... | losing |
## Inspiration
Although environmental problems are well-known all over the world, many people are still reluctant to reduce the carbon footprint by changing their daily habits. The main reason is that people cannot feel how much their decision can influence the environment. Our aim is to raise people’s awareness of th... | ## Inspiration
We were inspired to create Eco Kitty by the pressing need to educate children about environmental issues in an engaging and accessible way. We realized that many kids are naturally curious about nature and the world around them, but often find traditional environmental education boring or difficult to u... | ## Inspiration
30 percent of the total US carbon CO2 emissions were produced by the transportation sector. That's nearly 2 billion metric tons of CO2 per year that we send into the atmosphere.
We need to do something and do it quickly since the Earth has already been feeling the effects of humankind on its well being... | losing |
## Inspiration
40 million people in the world are blind, including 20% of all people aged 85 or older. Half a million people suffer paralyzing spinal cord injuries every year. 8.5 million people are affected by Parkinson’s disease, with the vast majority of these being senior citizens. The pervasive difficulty for the... | ## Inspiration
More than **2 million** people in the United States are affected by diseases such as ALS, brain or spinal cord injuries, cerebral palsy, muscular dystrophy, multiple sclerosis, and numerous other diseases that impair muscle control. Many of these people are confined to their wheelchairs, some may be luc... | ## Inspiration
There are approximately **10 million** Americans who suffer from visual impairment, and over **5 million Americans** suffer from Alzheimer's dementia. This weekend our team decided to help those who were not as fortunate. We wanted to utilize technology to create a positive impact on their quality of li... | winning |
## Inspiration
GetSense was developed in an attempt to create low latency live streaming for countries with slow internet so that they could still have security regardless of their internet speed.
## What it does
GetSense is an AI powered flexible security solution that uses low-level IoT devices (laptop camera syst... | ## Inspiration
Are you out in public but scared about people standing too close? Do you want to catch up on the social interactions at your cozy place but do not want to endanger your guests? Or you just want to be notified as soon as you have come in close contact to an infected individual? With this app, we hope to ... | ## Inspiration
Today’s technological advances have resulted in many consumers having to increasingly rely on Web-based banking and financial systems. Consumers often overlooked as we make this transition include the visually impaired and/or the less tech-savvy populations (e.g. elderly). It is critical that we guarant... | winning |
## Inspiration
The inspiration for our project came from three of our members being involved with Smash in their community. From one of us being an avid competitor, one being an avid watcher and one of us who works in an office where Smash is played quite frequently, we agreed that the way Smash Bro games were matched... | ## What it does
KokoRawr at its core is a Slack App that facilitates new types of interactions via chaotic cooperative gaming through text. Every user is placed on a team based on their Slack username and tries to increase their team's score by playing games such as Tic Tac Toe, Connect 4, Battleship, and Rock Paper S... | ## Inspiration
“**Social media sucks these days.**” — These were the first few words we heard from one of the speakers at the opening ceremony, and they struck a chord with us.
I’ve never genuinely felt good while being on my phone, and like many others I started viewing social media as nothing more than a source of ... | winning |
# better.me, AI Journaling
## Project Description
better.me is an AI journaling tool that helps you analyze your emotions and provide you with smart recommendations for your well being. We used NLP emotion analytics to process text data and incorporated a suicidal prevention algorithm that will help you make better i... | View the SlideDeck for this project at: [slides](https://docs.google.com/presentation/d/1G1M9v0Vk2-tAhulnirHIsoivKq3WK7E2tx3RZW12Zas/edit?usp=sharing)
## Inspiration / Why
It is no surprise that mental health has been a prevailing issue in modern society. 16.2 million adults in the US and 300 million people in the wo... | ## Inspiration
Have you ever found yourself stuck in a rut, struggling to find the words to reflect on your day? The simple question **"How are you"** can often feel like a daunting task, leaving you wondering what to write about next. We've all been there!
## What it does
Our innovative app is here to help. By harn... | winning |
## Inspiration
To do our part to spread awareness and inspire the general public to make adjustments that will improve everyone's air quality. Also wanted to demonstrate that these adjustments are not as challenging and in our simulator, it shows that frequent small top ups go a long way.
## What it does
Our website... | ## Inspiration
We've all heard horror stories of people with EVs running out of battery during a trip and not being able to find a charging station. Then, even if they do find one they have to wait so long for their car ot charge it throws off their whole trip. We wanted to make that process better for EV owners.
## ... | As a response to the ongoing wildfires devastating vast areas of Australia, our team developed a web tool which provides wildfire data visualization, prediction, and logistics handling. We had two target audiences in mind: the general public and firefighters. The homepage of Phoenix is publicly accessible and anyone ca... | partial |
## Inspiration
The idea for Iris was born out of a mutual agreement on the need for interconnectivity between different languages. While technology has continued to allow more and more connectivity across far distances, one of the most significant barriers to this connectivity is the language barrier. We resolve this ... | ## Inspiration
We were inspired by hard working teachers and students. Although everyone was working hard, there was still a disconnect with many students not being able to retain what they learned. So, we decided to create both a web application and a companion phone application to help target this problem.
## What ... | ## Inspiration 💡
With the introduction of online-based learning, a lot of video tutorials are being created for students and learners to gain knowledge. As much as the idea is excellent, there was also a constraint whereby the tutorials may contain long hours of content and in some cases, it is inaccessible to users ... | partial |
We present a blockchain agnostic system for benchmarking smart contract execution times. To do this we designed a simple programming language capable of running small performance benchmarks. We then implemented an interpreter for that language on the Ethereum, Solana, and Polkadot blockchains in the form of a smart con... | ## Inspiration
* Web3 is in it's static phase. Contracts are not dynamic. You call a contract, it performs an action and it stops. This is similar to the read-only version of web2. Web2 became dynamic with the advent of APIs and webhooks. Apps could call each other, share events and trigger actions. This is missing in... | ## Inspiration
With a prior interest in crypto and defi, we were attracted to Uniswap V3's simple yet brilliant automated market maker. The white papers were tantalizing and we had several eureka moments when pouring over them. However, we realized that the concepts were beyond the reach of most casual users who would... | partial |
## Inspiration
Ethiscan was inspired by a fellow member of our Computer Science club here at Chapman who was looking for a way to drive social change and promote ethical consumerism.
## What it does
Ethiscan reads a barcode from a product and looks up the manufacturer and information about the company to provide con... | ## Inspiration
One of the greatest challenges facing our society today is food waste. From an environmental perspective, Canadians waste about *183 kilograms of solid food* per person, per year. This amounts to more than six million tonnes of food a year, wasted. From an economic perspective, this amounts to *31 billi... | ## Inspiration
Considering our generation is more affected by the consequences of climate change than any other, our team was extremely motivated to follow the sustainability track. We firmly believe that things cannot carry on as they are now because if they do, we will leave nothing for our future generations. Since... | winning |
## Inspiration
We wanted to use Livepeer's features to build a unique streaming experience for gaming content for both streamers and viewers.
Inspired by Twitch, we wanted to create a platform that increases exposure for small and upcoming creators and establish a more unified social ecosystem for viewers, allowing t... | ## Inspiration
Many of us have a hard time preparing for interviews, presentations, and any other social situation. We wanted to sit down and have a real talk... with ourselves.
## What it does
The app will analyse your speech, hand gestures, and facial expressions and give you both real-time feedback as well as a c... | ## Inspiration
After Ordering printed circuit boards I found they did not work sometimes due to EMI and trace width being too small for the current running through the traces.
## What it does
Provides PCB rendering and runs a calculation on current, electric field and other useful values. | winning |
## Inspiration
It is difficult for Product Managers to keep track of the needs and the sentiment of the consumers. Also in a company like JetBlue which operates on such a high scale, it is difficult to measure the KPIs which are important for the business. Customer redressal is one of the main needs of an airline comp... | ## Inspiration
We were inspired by Wattpad's creative outlet for letting authours tell stories and realized that people deserve to read stories tailored to their own needs too. "To Bee Continued" helps people not only get the ball rolling when it comes to producing scripts, visual graphics, and general flow of plot, b... | ## Inspiration
We were inspired by JetBlue's challenge to utilize their data in a new way and we realized that, while there are plenty of websites and phone applications that allow you to find the best flight deal, there is none that provide a way to easily plan the trip and items you will need with your friends and f... | losing |
## 💡 Inspiration
>
> #hackathon-help-channel
> `<hacker>` Can a mentor help us with flask and Python? We're stuck on how to host our project.
>
>
>
How many times have you created an epic web app for a hackathon but couldn't deploy it to show publicly? At my first hackathon, my team worked hard on a Django + React a... | ## Inspiration 🌈
Our team has all experienced the struggle of jumping into a pre-existing codebase and having to process how everything works before starting to add our own changes. This can be a daunting task, especially when commit messages lack detail or context. We also know that when it comes time to push our ch... | ## What it does
It can tackle the ground of any surface and any shape using its specially managed wheels!
## How we built it
I had built this using arduino and Servos
## Challenges we ran into
The main challenge I ran through are as follows:-
1. To make the right angle of the bot with the servo
2.To power the who... | winning |
# MediConnect ER
## Problem Statement
In emergency healthcare situations, accessing timely and accurate patient information is critical for healthcare providers to deliver effective and urgent care. However, the current process of sharing essential information between individuals in need of emergency care and healthc... | ## Inspiration
Recent job search experience during which is was sometimes difficult to keep track of the status of the many applications that had been thrown out into the void
## What it does
Provides a simple, informative platform to help you keep track of whether your application is still floating around out there... | ## Inspiration
While we were brainstorming for ideas, we realized that two of our teammates are international students from India also from the University of Waterloo. Their inspiration to create this project was based on what they had seen in real life. Noticing how impactful access to proper healthcare can be, and h... | losing |
## What it does
You sit in front of the webcam and ask Alexa to give you a rating. In addition to your rating, it will give you a quality meme.
## How we built it
Our Alexa interaction is connected to an AWS lambda function. The lambda function then interacts with a python flask server that connects to a HTML/JavaSc... | ## Reimagining Patient Education and Treatment Delivery through Gamification
Imagine walking into a doctors office to find out you’ve been diagnosed with a chronic illness. All of a sudden, you have a slew of diverse healthcare appointments, ongoing medication or lifestyle adjustments, lots of education about the cond... | ## Inspiration
Many of us have a hard time preparing for interviews, presentations, and any other social situation. We wanted to sit down and have a real talk... with ourselves.
## What it does
The app will analyse your speech, hand gestures, and facial expressions and give you both real-time feedback as well as a c... | partial |
## LiveBoard is an easy-to-use tool to live stream classroom blackboard view.
It's half past 1 and you rush into the lecture hall, having to sit in the back of class for being late. Your professor has a microphone but the board is stuck at the same size, looming farther away the higher you climb the steps to an open s... | # Blackboard
This project utilizes the technology of Leap Motion to create amazing, unique drawings that capture the spontaneous creativity within everyone.
## Tackling the Creative Community
Our team looked forward to designing a product for the arts community, since we thought there was a lack of community driven ... | ## Inspiration
Technology in schools today is given to those classrooms that can afford it. Our goal was to create a tablet that leveraged modern touch screen technology while keeping the cost below $20 so that it could be much cheaper to integrate with classrooms than other forms of tech like full laptops.
## What i... | losing |
## Inspiration
Picture this, I was all ready to go to Yale and just hack away. I wanted to hack without any worry. I wanted to come home after hacking and feel that I had accomplished a functional app that I could see people using. I was not sure if I wanted to team up with anyone, but I signed up to be placed on a UM... | ## Inspiration
The idea started with a group chat we had with around 60 people in it. The idea was to add many people to the group chat in order to get a general consensus on an issue or topic. Groupme allows certain messages to be 'liked' and we would 'like' the answer we agreed with the most, essentially creating a ... | ## Inspiration
Inspired by personal experience of commonly getting separated in groups and knowing how inconvenient and sometimes dangerous it can be, we aimed to create an application that kept people together. We were inspired by how interlinked and connected we are today by our devices and sought to address social ... | losing |
## Inspiration
I was compelled to undertake a project on my own for this first time in my hackathoning career. One that I covers my interests in web applications and image processing and would be something "do-able" within the competition.
## What it does
Umoji is a web-app that take's an image input and using facia... | ## Story
Mental health is a major issue especially on college campuses. The two main challenges are diagnosis and treatment.
### Diagnosis
Existing mental health apps require the use to proactively input their mood, their thoughts, and concerns. With these apps, it's easy to hide their true feelings.
We wanted to f... | ## Inspiration
*"A correct diagnosis is three-fourths the remedy." - Mahatma Gandhi*
In this fast-paced world where everything seems to be conveniently accessed in a matter of seconds at our fingertips with our smartphones and laptops, some parts of our lives can not be replaced or compromised. Let's not kid ourselve... | partial |
## Inspiration
We were inspired by Plaid's challenge to "help people make more sense of their financial lives." We wanted to create a way for people to easily view where they are spending their money so that they can better understand how to conserve it. Plaid's API allows us to see financial transactions, and Google ... | ## Inspiration
As students, we have found that there are very few high-quality resources on investing for those who are interested but don't have enough resources. Furthermore, we have found that investing and saving money can be a stressful experience. We hope to change this for those who want to save better with the... | ## Inspiration
We wanted to bring financial literacy into being a part of your everyday life while also bringing in futuristic applications such as augmented reality to really motivate people into learning about finance and business every day. We were looking at a fintech solution that didn't look towards enabling fin... | partial |
## Inspiration
There are two types of pets wandering unsupervised in the streets - ones that are lost and ones that don't have a home to go to. Pet's Palace portable mini-shelters services these animals and connects them to necessary services while leveraging the power of IoT.
## What it does
The units are placed in... | ## Inspiration
* Smart homes are taking over the industry
* Current solutions are WAY too expensive(almost $30) for one simple lightbulb
* Can fail from time to time
* Complicated to connect
## What it does
* It simplifies the whole idea of a smart home
* Three part system
+ App(to control the hub device)
+ Hub(us... | ## Inspiration
Honestly Jini Kim's keynote speech inspired me to try and solve an important problem. Just this school year I "rescued" a dog (Trooper). And there are a lot of things people don't tell you when you take in a stray, I wanted to provide a sort of 'digest' of info that would've helped me back then and hope... | winning |
## Inspiration
During these trying times, the pandemic impacted many people by isolating them in their homes. People are not able to socialize like they used to and find people they can relate with.
For example, students who are transitioning to college or a new school where they don’t know anyone. Matcher aims to imp... | ## Inspiration
Our inspiration came from very bad and delayed customer service we received from cloud companies.
## What it does
It take the customers social media data like comments, posts, tweets from all the leading the leading competitors of any industry and performs sentiment analysis and prioritizes.
## How I... | ## Inspiration
My college friends and brother inspired me for doing such good project .This is mainly a addictive game which is same as we played in keypad phones
## What it does
This is a 2-d game which includes tunes graphics and much more .we can command the snake to move ip-down-right and left
## How we built i... | losing |
# **Cough It**
#### COVID-19 Diagnosis at Ease
## Inspiration
As the pandemic has nearly crippled all the nations and still in many countries, people are in lockdown, there are many innovations in these two years that came up in order to find an effective way of tackling the issues of COVID-19. Out of all the proble... | ## Inspiration
Our solution was named on remembrance of Mother Teresa
## What it does
Robotic technology to assist nurses and doctors in medicine delivery, patient handling across the hospital, including ICU’s. We are planning to build an app in Low code/No code that will help the covid patients to scan themselves a... | ## Inspiration
We realized how difficult it is to be politically informed on both ends of the spectrum, so we wanted to increase the ease of accessibility of that for other people.
## What it does
Given a user input on any topic, Politeracy scrapes three news websites -- CNN, Associated Press, and Forbes -- and, usi... | winning |
## Inspiration
In online documentaries, we saw visually impaired individuals and their vision consisted of small apertures. We wanted to develop a product that would act as a remedy for this issue.
## What it does
When a button is pressed, a picture is taken of the user's current view. This picture is then analyzed ... | ## Inspiration
The main problem we are focusing is the inability of differently abled people to communicate with normal people or other differently abled people. Now, we are here with the combined Hardware and Software solution which is called **“EME”**, after analysing some problems. And, try to make the next generat... | ## Inspiration
My partner and I can empathize with those that have disabilities. Because of this, we are passionate about doing our part in making the world a better place for them. This app can help blind people in navigating the world around them, making life easier and less dangerous.
## What it Does
Droid Eyes c... | winning |
## Inspiration
As a team, we've all witnessed the devastation of muscular-degenerative diseases, such as Parkinson's, on the family members of the afflicted. Because we didn't have enough money or resources or time to research and develop a new drug or other treatment for the disease, we wanted to make the medicine al... | ## Inspiration
One In every 250 people suffer from cerebral palsy, where the affected person cannot move a limb properly, And thus require constant care throughout their lifetimes. To ease their way of living, we have made this project, 'para-pal'.
The inspiration for this idea was blended with a number of research p... | ## Inspiration
I was inspired to make this device while sitting in physics class. I really felt compelled to make something that I learned inside the classroom and apply my education to something practical. Growing up I always remembered playing with magnetic kits and loved the feeling of repulsion between magnets.
#... | winning |
## Inspiration
Around 40% of the lakes in America are too polluted for aquatic life, swimming or fishing.Although children make up 10% of the world’s population, over 40% of the global burden of disease falls on them. Environmental factors contribute to more than 3 million children under age five dying every year. Pol... | ## Inspiration
Between 1994 and 2013 there were 6,873 natural disasters worldwide, which claimed 1.35 million lives or almost 68,000 lives on average each year. In many of these disasters, people don't know where to go, and where is safe. For example, during Hurricane Harvey, many people learned about dangers such as ... | ## Check out our site -> [Saga](http://sagaverse.app)
## Inspiration
There are few better feelings in the world than reading together with a child that you care about. “Just one more story!” — “I promise I’ll go to bed after the next one” — or even simply “Zzzzzzz” — these moments forge lasting memories and provide i... | winning |
## Inspiration
We were inspired by chrome extensions that let you highlight web-page text, improving ease of reading. We thought we could push the idea one step further by making highlighting synonymous with searching, streamlining the process of understanding complex concepts.
## What it does
Every time you highlig... | ## Inspiration
We wanted to learn more about Node.js and lots of other interesting technologies and combine them into a usable product.
## What it does
PickIT is a system that lets you save and tag images that you see on the Internet into a small archive of your very own. The Chrome extension makes it possible to sa... | ## Inspiration
### Many people struggle with research. We wanted to fix that. So we built something to provide a starting point for research on any topic, with the goal of being concise and informative.
## What it does
### It uses uipath to find the definition of almost any topic on Wikipedia to give the user a bit ... | losing |
## Inspiration
My inspiration emerged after using chatgpt website. It was then i realised how it can be easy for people to learn new things through the power of Ai, i went further to analyse the limitations of the website and challenged myself to build an advanced application that would run on mobile phones, with more... | ## Inspiration
What is our first thought when we hear "health-care"? Is it an illness? Cancer? Disease? That is where we lose our focus from an exponential increasing crisis, especially in this post-COVID era. It is MENTAL HEALTH!
Studying at university, I have seen my friends suffer from depression and anxiety looki... | ## Inspiration
We wanted to tackle a problem that impacts a large demographic of people. After research, we learned that 1 in 10 people suffer from dyslexia and 5-20% of people suffer from dysgraphia. These neurological disorders go undiagnosed or misdiagnosed often leading to these individuals constantly struggling t... | losing |
## Inspiration
My goal at Cal Hacks 4.0 was to use machine learning to help the blind, and I have created the technology that does just that!
## What it does
I am using the Google cloud vision API to identify objects around a user in combination with AR to map distances to the those objects.
The blind can use this ... | ## Inspiration
The current situation of covid-19 has made our classes go online.Our current classes are taken through video conferencing platforms such as zoom,meet etc.So one time I saw one of our teachers helping one of my friend complete a question by sharing his camera facing the notebook.So we thought why not cre... | ## Inspiration
One of our teammate’s grandfathers suffers from diabetic retinopathy, which causes severe vision loss.
Looking on a broader scale, over 2.2 billion people suffer from near or distant vision impairment worldwide. After examining the issue closer, it can be confirmed that the issue disproportionately affe... | losing |
# For the Kidz
The three of us were once part of an organization that provided after-school coding classes and lab-assisting services to local under-resourced middle and high schools. While we all enjoyed our individual experiences, we agreed that the lack of adequate hardware (ie. broken Chromebooks) as well as softw... | ## Inspiration
When coming up with the idea for our hack, we realized that as engineering students, and specifically first year students, we all had one big common problem... time management. We all somehow manage to run out of time and procrastinate our work, because it's hard to find motivation to get tasks done. Ou... | ## Inspiration
Save the World is a mobile app meant to promote sustainable practices, one task at a time.
## What it does
Users begin with a colorless Earth prominently displayed on their screens, along with a list of possible tasks. After completing a sustainable task, such as saying no to a straw at a restaurant, ... | losing |
## Inspiration
We were inspired by Michael Reeves, a YouTuber who is known for his "useless inventions." We all enjoy his videos and creations, so we thought it would be cool if we tried it out too.
## What it does
Abyss. is a table that caves in on itself and drops any item that is placed onto it into the abyss.
#... | ## Inspiration
It is nearly a year since the start of the pandemic and going back to normal still feels like a distant dream.
As students, most of our time is spent attending online lectures, reading e-books, listening to music, and playing online games. This forces us to spend immense amounts of time in front of a la... | ## Inspiration
We were inspired by our shared love of dance. We knew we wanted to do a hardware hack in the healthcare and accessibility spaces, but we weren't sure of the specifics. While we were talking, we mentioned how we enjoyed dance, and the campus DDR machine was brought up. We decided to incorporate that into... | winning |
## Inspiration
We were inspired by the difficulty of filtering out the clothes we were interested in from all the available options. As a group of motivated undergraduate software developers, we were determined to find a solution.
## What it does
MatchMyStyle intelligently filters brand catalogs using past items fro... | ## Inspiration
The fashion industry produces around 10% of the world’s carbon emissions and is using copious amounts of potable water and precious energy. By keeping clothes for more than 9 months, the clothes start reducing their environmental impact by more than 30% (because you aren't buying new clothes). Our team ... | ## Inspiration
Fashion has always been a world that seemed far away from tech. We want to bridge this gap with "StyleList", which understands your fashion within a few swipes and makes personalized suggestions for your daily outfits. When you and I visit the Nordstorm website, we see the exact same product page. But w... | losing |
## What?
Our goal was to create a noninvasive location tracker through a confined space. Our solution provides store owners/managers with a tool to see where their consumers spend most of their time without invading the customer's right to privacy. Our goal is that the merchant incentivizes the consumer with a discoun... | ## Inspiration
Our inspiration was Find My by Apple. It allows you to track your Apple devices and see them on a map giving you relevant information such as last time pinged, distance, etc.
## What it does
Picks up signals from beacons using the Eddystone protocol. Using this data, it will display the beacon's possi... | ## TLDR
Duolingo is one of our favorite apps of all time for learning. For DeerHacks, we wanted to bring the amazing learning experience from Duolingo even more interactive by bringing it to life in VR, making it more accessible by offering it for free for all, and making it more personalized by offering courses beyon... | losing |
## Inspiration
After years of teaching methods remaining constant, technology has not yet infiltrated the classroom to its full potential. One day in class, it occurred to us that there must be a correlation between students behaviour in classrooms and their level of comprehension.
## What it does
We leveraged Apple... | ## Inspiration
There are approximately **10 million** Americans who suffer from visual impairment, and over **5 million Americans** suffer from Alzheimer's dementia. This weekend our team decided to help those who were not as fortunate. We wanted to utilize technology to create a positive impact on their quality of li... | ## Inspiration
In our daily lives we noticed that we were spending a lot of time shopping online and weighing many options. When I was looking to buy a mechanical keyboard last month, I spent over two days visiting countless sites to find a keyboard to buy. During this process, it was frustrating to keep track of ever... | partial |
## Inspiration
Road safety has become an escalating concern in recent years. According to Transport Canada, the number of collisions and causalities has been rising in the past three years. Meanwhile, as AI technology grows exponentially, we identified a niche where we could leverage powerful AI to offer valuable advi... | ## Inspiration
Urban areas are increasingly polluted by traffic, and although people make an effort to ride share, cars still produce a large portion of urban carbon dioxide emissions. App-based directions offer an option between distance-optimized or time-optimized routes, but never present the possibility of an eco-... | ## Inspiration
Approximately 107.4 million Americans choose walking as a regular mode of travel for both social and work purposes. In 2015, about 70,000 pedestrians were injured in motor vehicle accidents while over 5,300 resulted in fatalities. Catastrophic accidents as such are usually caused by negligence or inatte... | partial |
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