File size: 10,150 Bytes
a7c2243 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 | .. _tutorials:
Tutorials
=========
The best way to get started with NeMo is to start with one of our tutorials. These tutorials cover various domains and provide both introductory and advanced topics. They are designed to help you understand and use the NeMo toolkit effectively.
Running Tutorials on Colab
--------------------------
Most NeMo tutorials can be run on `Google's Colab <https://colab.research.google.com/notebooks/intro.ipynb>`_.
To run a tutorial:
1. Click the **Colab** link associated with the tutorial you are interested in from the table below.
2. Once in Colab, connect to an instance with a GPU by clicking **Runtime** > **Change runtime type** and selecting **GPU** as the hardware accelerator.
Tutorial Overview
-----------------
.. list-table:: **General Tutorials**
:widths: 15 25 60
:header-rows: 1
* - Domain
- Title
- GitHub URL
* - General
- Getting Started: NeMo Fundamentals
- `NeMo Fundamentals <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/00_NeMo_Primer.ipynb>`_
* - General
- Getting Started: Audio translator example
- `Audio translator example <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/AudioTranslationSample.ipynb>`_
* - General
- Getting Started: Voice swap example
- `Voice swap example <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/VoiceSwapSample.ipynb>`_
* - General
- Getting Started: NeMo Models
- `NeMo Models <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/01_NeMo_Models.ipynb>`_
* - General
- Getting Started: NeMo Adapters
- `NeMo Adapters <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/02_NeMo_Adapters.ipynb>`_
* - General
- Getting Started: NeMo Models on Hugging Face Hub
- `NeMo Models on HF Hub <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/Publish_NeMo_Model_On_Hugging_Face_Hub.ipynb>`_
.. list-table:: **Automatic Speech Recognition (ASR) Tutorials**
:widths: 15 30 55
:header-rows: 1
* - Domain
- Title
- GitHub URL
* - ASR
- ASR with NeMo
- `ASR with NeMo <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_with_NeMo.ipynb>`_
* - ASR
- ASR with Subword Tokenization
- `ASR with Subword Tokenization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_with_Subword_Tokenization.ipynb>`_
* - ASR
- Offline ASR
- `Offline ASR <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Offline_ASR.ipynb>`_
* - ASR
- Online ASR Microphone Cache Aware Streaming
- `Online ASR Microphone Cache Aware Streaming <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Online_ASR_Microphone_Demo_Cache_Aware_Streaming.ipynb>`_
* - ASR
- Online ASR Microphone Buffered Streaming
- `Online ASR Microphone Buffered Streaming <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Online_ASR_Microphone_Demo_Buffered_Streaming.ipynb>`_
* - ASR
- ASR CTC Language Fine-Tuning
- `ASR CTC Language Fine-Tuning <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_CTC_Language_Finetuning.ipynb>`_
* - ASR
- Intro to Transducers
- `Intro to Transducers <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Intro_to_Transducers.ipynb>`_
* - ASR
- ASR with Transducers
- `ASR with Transducers <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_with_Transducers.ipynb>`_
* - ASR
- ASR with Adapters
- `ASR with Adapters <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/asr_adapters/ASR_with_Adapters.ipynb>`_
* - ASR
- Speech Commands
- `Speech Commands <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Speech_Commands.ipynb>`_
* - ASR
- Online Offline Microphone Speech Commands
- `Online Offline Microphone Speech Commands <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Online_Offline_Speech_Commands_Demo.ipynb>`_
* - ASR
- Voice Activity Detection
- `Voice Activity Detection <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Voice_Activity_Detection.ipynb>`_
* - ASR
- Online Offline Microphone VAD
- `Online Offline Microphone VAD <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Online_Offline_Microphone_VAD_Demo.ipynb>`_
* - ASR
- Speaker Recognition and Verification
- `Speaker Recognition and Verification <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Identification_Verification.ipynb>`_
* - ASR
- Speaker Diarization Inference
- `Speaker Diarization Inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Diarization_Inference.ipynb>`_
* - ASR
- ASR with Speaker Diarization
- `ASR with Speaker Diarization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/ASR_with_SpeakerDiarization.ipynb>`_
* - ASR
- Online Noise Augmentation
- `Online Noise Augmentation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Online_Noise_Augmentation.ipynb>`_
* - ASR
- ASR for Telephony Speech
- `ASR for Telephony Speech <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_for_telephony_speech.ipynb>`_
* - ASR
- Streaming inference
- `Streaming inference <https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Streaming_ASR.ipynb>`_
* - ASR
- Buffered Transducer inference
- `Buffered Transducer inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Buffered_Transducer_Inference.ipynb>`_
* - ASR
- Buffered Transducer inference with LCS Merge
- `Buffered Transducer inference with LCS Merge <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Buffered_Transducer_Inference_with_LCS_Merge.ipynb>`_
* - ASR
- Offline ASR with VAD for CTC models
- `Offline ASR with VAD for CTC models <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Offline_ASR_with_VAD_for_CTC_models.ipynb>`_
* - ASR
- Self-supervised Pre-training for ASR
- `Self-supervised Pre-training for ASR <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Self_Supervised_Pre_Training.ipynb>`_
* - ASR
- Multi-lingual ASR
- `Multi-lingual ASR <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/Multilang_ASR.ipynb>`_
* - ASR
- ASR Confidence Estimation
- `ASR Confidence Estimation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/asr/ASR_Confidence_Estimation.ipynb>`_
.. list-table:: **Text-to-Speech (TTS) Tutorials**
:widths: 15 35 50
:header-rows: 1
* - Domain
- Title
- GitHub URL
* - TTS
- Basic and Advanced: NeMo TTS Primer
- `NeMo TTS Primer <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/NeMo_TTS_Primer.ipynb>`_
* - TTS
- Basic and Advanced: TTS Speech/Text Aligner Inference
- `TTS Speech/Text Aligner Inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/Aligner_Inference_Examples.ipynb>`_
* - TTS
- Basic and Advanced: FastPitch and MixerTTS Model Training
- `FastPitch and MixerTTS Model Training <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_MixerTTS_Training.ipynb>`_
* - TTS
- Basic and Advanced: FastPitch Finetuning
- `FastPitch Finetuning <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_Finetuning.ipynb>`_
* - TTS
- Basic and Advanced: FastPitch and HiFiGAN Model Training for German
- `FastPitch and HiFiGAN Model Training for German <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_GermanTTS_Training.ipynb>`_
* - TTS
- Basic and Advanced: Tacotron2 Model Training
- `Tacotron2 Model Training <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/Tacotron2_Training.ipynb>`_
* - TTS
- Basic and Advanced: FastPitch Duration and Pitch Control
- `FastPitch Duration and Pitch Control <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/Inference_DurationPitchControl.ipynb>`_
* - TTS
- Basic and Advanced: FastPitch Speaker Interpolation
- `FastPitch Speaker Interpolation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_Speaker_Interpolation.ipynb>`_
* - TTS
- Basic and Advanced: TTS Inference and Model Selection
- `TTS Inference and Model Selection <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/Inference_ModelSelect.ipynb>`_
* - TTS
- Basic and Advanced: TTS Pronunciation Customization
- `TTS Pronunciation Customization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tts/Pronunciation_customization.ipynb>`_
.. list-table:: **Tools and Utilities**
:widths: 15 25 60
:header-rows: 1
* - Domain
- Title
- GitHub URL
* - Utility Tools
- Utility Tools for Speech and Text: NeMo Forced Aligner
- `NeMo Forced Aligner <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tools/NeMo_Forced_Aligner_Tutorial.ipynb>`_
* - Utility Tools
- Utility Tools for Speech and Text: Speech Data Explorer
- `Speech Data Explorer <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tools/SDE_HowTo_v2.ipynb>`_
* - Utility Tools
- Utility Tools for Speech and Text: CTC Segmentation
- `CTC Segmentation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/main/tutorials/tools/CTC_Segmentation_Tutorial.ipynb>`_
|