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Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=y8JgiWcUnU8 | 1.1 Machine Learning Overview | Welcome to machine learning!--[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | Welcome to machine learning. What is machine learning? You probably use it many times a day without even knowing it. Anytime you want to find out something like, how do I make a sushi roll, you can do a web search on Google, Bing, or Baidu to find out. And that works so well because their machine learning software has... | [{"start": 0.0, "end": 6.04, "text": " Welcome to machine learning."}, {"start": 6.04, "end": 8.16, "text": " What is machine learning?"}, {"start": 8.16, "end": 12.280000000000001, "text": " You probably use it many times a day without even knowing it."}, {"start": 12.280000000000001, "end": 17.16, "text": " Anytime y... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=AISftYVyS50 | 1.2 Machine Learning Overview | What is machine learning? --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | So, what is machine learning? In this video you learn the definition of what it is, and also get a sense of when you might want to apply it. Let's take a look together. Here's the definition of what is machine learning that is attributed to Arthur Samuel. He defined machine learning as the feeble study that gives comp... | [{"start": 0.0, "end": 3.0, "text": " So, what is machine learning?"}, {"start": 3.0, "end": 8.08, "text": " In this video you learn the definition of what it is, and also get a sense of when you might"}, {"start": 8.08, "end": 9.08, "text": " want to apply it."}, {"start": 9.08, "end": 10.68, "text": " Let's take a lo... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=hHYcNPfbBXQ | 1.3 Machine Learning Overview | Applications of machine learning -- [Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | In this class, you learn about the state of the art and also practice implementing machine learning algorithms yourself. You learn about the most important machine learning algorithms, some of which are exactly what's being used in large AI or large tech companies today, and you get a sense of what is the state of the... | [{"start": 0.0, "end": 6.88, "text": " In this class, you learn about the state of the art and also practice implementing machine"}, {"start": 6.88, "end": 9.4, "text": " learning algorithms yourself."}, {"start": 9.4, "end": 13.88, "text": " You learn about the most important machine learning algorithms, some of which... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=EZN_uM3J3kI | 1.4 Machine Learning Overview | Supervised learning part 1 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | Machine learning is creating tremendous economic value today. I think 99% of the economic value created by machine learning today is through one type of machine learning, which is called supervised learning. Let's take a look at what that means. Supervised machine learning, or more commonly supervised learning, refers... | [{"start": 0.0, "end": 5.84, "text": " Machine learning is creating tremendous economic value today."}, {"start": 5.84, "end": 11.08, "text": " I think 99% of the economic value created by machine learning today is through one type"}, {"start": 11.08, "end": 13.92, "text": " of machine learning, which is called supervi... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=l16C3PKiHKg | 1.5 Machine Learning Overview | Supervised learning part 2 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! | So, supervised learning algorithms learn to predict input-output or x-to-y mappings, and in the last video you saw that regression algorithms, which is a type of supervised learning algorithm, learn to predict numbers out of infinitely many possible numbers. There's a second major type of supervised learning algorithm... | [{"start": 0.0, "end": 9.48, "text": " So, supervised learning algorithms learn to predict input-output or x-to-y mappings, and"}, {"start": 9.48, "end": 14.280000000000001, "text": " in the last video you saw that regression algorithms, which is a type of supervised"}, {"start": 14.280000000000001, "end": 19.64, "text... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=yzAFnfHYH9E | 1.6 Machine Learning Overview | Unsupervised learning part 1 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! | After supervised learning, the most widely used form of machine learning is unsupervised learning. Let's take a look at what that means. We've talked about supervised learning, and this video is about unsupervised learning. But don't let the name unsupervised fool you. Unsupervised learning is, I think, just as super ... | [{"start": 0.0, "end": 7.5200000000000005, "text": " After supervised learning, the most widely used form of machine learning is unsupervised"}, {"start": 7.5200000000000005, "end": 8.52, "text": " learning."}, {"start": 8.52, "end": 11.36, "text": " Let's take a look at what that means."}, {"start": 11.36, "end": 16.8... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=u7Y_b04upmQ | 1.7 Machine Learning Overview | Unsupervised learning part 2 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! | In the last video, you saw what is unsupervised learning and one type of unsupervised learning called clustering. Let's give a slightly more formal definition of unsupervised learning and take a quick look at some other types of unsupervised learning other than clustering. Whereas in supervised learning, the data come... | [{"start": 0.0, "end": 6.88, "text": " In the last video, you saw what is unsupervised learning and one type of unsupervised learning"}, {"start": 6.88, "end": 7.88, "text": " called clustering."}, {"start": 7.88, "end": 13.52, "text": " Let's give a slightly more formal definition of unsupervised learning and take a q... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=SRDUSIcnW8M | 1.8 Machine Learning Overview | Jupyter Notebooks --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | So far in the videos, you've seen supervised learning and unsupervised learning, and also examples of both. For you to more deeply understand these concepts, I'd like to invite you in this class to see, run, and maybe later write code yourself to implement these concepts. The most widely used tool by machine learning ... | [{"start": 0.0, "end": 8.6, "text": " So far in the videos, you've seen supervised learning and unsupervised learning, and also"}, {"start": 8.6, "end": 10.6, "text": " examples of both."}, {"start": 10.6, "end": 16.72, "text": " For you to more deeply understand these concepts, I'd like to invite you in this class to ... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=isx7QB_j4jY | 1.9 Machine Learning Overview | Linear regression model part 1 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
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Take heart! | In this video, we'll look at what the overall process of supervised learning is like. Specifically, you see the first model of this course, a linear regression model. That just means filling a straight line to your data. It's probably the most widely used learning algorithm in the world today. And as you get familiar ... | [{"start": 0.0, "end": 8.0, "text": " In this video, we'll look at what the overall process of supervised learning is like."}, {"start": 8.0, "end": 14.24, "text": " Specifically, you see the first model of this course, a linear regression model."}, {"start": 14.24, "end": 17.52, "text": " That just means filling a str... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=vrTHO5zRq6s | 1.10 Machine Learning Overview | Linear regression model part 2 --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! | Let's look in this video at the process of how supervised learning works. Supervised learning algorithm will input a data set and then what exactly does it do and what does it output? Let's find out in this video. Recall that a training set in supervised learning includes both the input features, such as the size of t... | [{"start": 0.0, "end": 7.38, "text": " Let's look in this video at the process of how supervised learning works."}, {"start": 7.38, "end": 11.3, "text": " Supervised learning algorithm will input a data set and then what exactly does it do"}, {"start": 11.3, "end": 12.84, "text": " and what does it output?"}, {"start":... |
Machine Learning Specialization 2022 -- Andrew Ng, Stanford University. | https://www.youtube.com/watch?v=ZzeDtSmrRoU | 1.11 Machine Learning Overview | Cost function formula --[Machine Learning | Andrew Ng] | First Course:
Supervised Machine Learning : Regression and Classification.
If you liked the content please subscribe and put a little blue thumb.
Take heart! | In order to implement linear regression, the first key step is for us to define something called a cost function. This is something we'll build in this video. And the cost function will tell us how well the model is doing so that we can try to get it to do better. Let's look at what this means. Recall that you have a ... | [{"start": 0.0, "end": 6.32, "text": " In order to implement linear regression, the first key step is for us to define something"}, {"start": 6.32, "end": 8.32, "text": " called a cost function."}, {"start": 8.32, "end": 10.8, "text": " This is something we'll build in this video."}, {"start": 10.8, "end": 16.04, "text... |
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