File size: 11,915 Bytes
7934b29 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 |
.. _tutorials:
Tutorials
=========
The best way to get started with NeMo is to start with one of our tutorials.
Most NeMo tutorials can be run on `Google's Colab <https://colab.research.google.com/notebooks/intro.ipynb>`_.
To run a tutorial:
#. Click the **Colab** link (see table below).
#. Connect to an instance with a GPU. For example, click **Runtime** > **Change runtime type** and select **GPU** for the hardware accelerator.
.. list-table:: **Tutorials**
:widths: 15 25 25
:header-rows: 1
* - Domain
- Title
- GitHub URL
* - General
- Getting Started: Exploring Nemo Fundamentals
- `NeMo Fundamentals <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/00_NeMo_Primer.ipynb>`_
* - General
- Getting Started: Sample Conversational AI application
- `Audio translator example <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/AudioTranslationSample.ipynb>`_
* - General
- Getting Started: Voice swap application
- `Voice swap example <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/VoiceSwapSample.ipynb>`_
* - General
- Exploring NeMo Model Construction
- `NeMo Models <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/01_NeMo_Models.ipynb>`_
* - General
- Exploring NeMo Adapters
- `NeMo Adapters <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/02_NeMo_Adapters.ipynb>`_
* - General
- Publishing NeMo models on Hugging Face Hub
- `NeMo Models on HF Hub <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/Publish_NeMo_Model_On_Hugging_Face_Hub.ipynb>`_
* - ASR
- ASR with NeMo
- `ASR with NeMo <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_with_NeMo.ipynb>`_
* - ASR
- ASR with Subword Tokenization
- `ASR with Subword Tokenization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_with_Subword_Tokenization.ipynb>`_
* - ASR
- Offline ASR Inference with Beam Search and External Language Model Rescoring
- `Offline ASR <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Offline_ASR.ipynb>`_
* - ASR
- Online ASR inference with Microphone
- `Online ASR Microphone <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/asr/Online_ASR_Microphone_Demo.ipynb>`_
* - ASR
- Fine-tuning CTC Models on New Languages
- `ASR CTC Language Fine-Tuning <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_CTC_Language_Finetuning.ipynb>`_
* - ASR
- Intro to Transducers
- `Intro to Transducers <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Intro_to_Transducers.ipynb>`_
* - ASR
- ASR with Transducers
- `ASR with Transducers <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_with_Transducers.ipynb>`_
* - ASR
- ASR with Adapters
- `ASR with Adapters <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/asr_adapters/ASR_with_Adapters.ipynb>`_
* - ASR
- Speech Commands
- `Speech Commands <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Speech_Commands.ipynb>`_
* - ASR
- Online and Offline Speech Commands Inference
- `Online Offline Microphone Speech Commands <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/asr/Online_Offline_Speech_Commands_Demo.ipynb>`_
* - ASR
- Voice Activity Detection (VAD)
- `Voice Activity Detection <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Voice_Activity_Detection.ipynb>`_
* - ASR
- Online and Offline VAD Inference
- `Online Offline Microphone VAD <https://github.com/NVIDIA/NeMo/blob/stable/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/stable/tutorials/speaker_tasks/Speaker_Identification_Verification.ipynb>`_
* - ASR
- Speaker Diarization Inference
- `Speaker Diarization Inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/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/stable/tutorials/speaker_tasks/ASR_with_SpeakerDiarization.ipynb>`_
* - ASR
- Online Noise Augmentation
- `Online Noise Augmentation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Online_Noise_Augmentation.ipynb>`_
* - ASR
- ASR for Telephony Speech
- `ASR for Telephony Speech <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_for_telephony_speech.ipynb>`_
* - ASR
- Streaming inference for ASR
- `Streaming inference <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/asr/Streaming_ASR.ipynb>`_
* - ASR
- Buffered Transducer inference for ASR
- `Buffered Transducer inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Buffered_Transducer_Inference.ipynb>`_
* - ASR
- Buffered Transducer inference with LCS Merge Algorithm
- `Buffered Transducer inference with LCS Merge <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/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/stable/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/stable/tutorials/asr/Self_Supervised_Pre_Training.ipynb>`_
* - ASR
- Multi-lingual ASR
- `Multi-lingual ASR <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/Multilang_ASR.ipynb>`_
* - NLP
- Using Pretrained Language Models for Downstream Tasks
- `Pretrained Language Models for Downstream Tasks <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/01_Pretrained_Language_Models_for_Downstream_Tasks.ipynb>`_
* - NLP
- Exploring NeMo NLP Tokenizers
- `NLP Tokenizers <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/02_NLP_Tokenizers.ipynb>`_
* - NLP
- Text Classification (Sentiment Analysis) with BERT
- `Text Classification (Sentiment Analysis) <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Text_Classification_Sentiment_Analysis.ipynb>`_
* - NLP
- Question Answering
- `Question Answering <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Question_Answering.ipynb>`_
* - NLP
- Token Classification (Named Entity Recognition)
- `Token Classification: Named Entity Recognition <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Token_Classification_Named_Entity_Recognition.ipynb>`_
* - NLP
- Joint Intent Classification and Slot Filling
- `Joint Intent and Slot Classification <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Joint_Intent_and_Slot_Classification.ipynb>`_
* - NLP
- GLUE Benchmark
- `GLUE Benchmark <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/GLUE_Benchmark.ipynb>`_
* - NLP
- Punctuation and Capitalization
- `Punctuation and Capitalization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Punctuation_and_Capitalization.ipynb>`_
* - NLP
- Entity Linking
- `Entity Linking <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Entity_Linking_Medical.ipynb>`_
* - NLP
- Named Entity Recognition - BioMegatron
- `Named Entity Recognition - BioMegatron <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Token_Classification-BioMegatron.ipynb>`_
* - NLP
- Relation Extraction - BioMegatron
- `Relation Extraction - BioMegatron <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Relation_Extraction-BioMegatron.ipynb>`_
* - NLP
- P-Tuning/Prompt-Tuning
- `P-Tuning/Prompt-Tuning <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/nlp/Multitask_Prompt_and_PTuning.ipynb>`_
* - NLP
- Synthetic Tabular Data Generation
- `Synthetic Tabular Data Generation <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/nlp/Megatron_Synthetic_Tabular_Data_Generation.ipynb>`_
* - TTS
- NeMo TTS Primer
- `NeMo TTS Primer <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/NeMo_TTS_Primer.ipynb>`_
* - TTS
- TTS Speech/Text Aligner Inference
- `TTS Speech/Text Aligner Inference <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/Aligner_Inference_Examples.ipynb>`_
* - TTS
- FastPitch and MixerTTS Model Training
- `FastPitch and MixerTTS Model Training <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/FastPitch_MixerTTS_Training.ipynb>`_
* - TTS
- FastPitch Finetuning
- `FastPitch Finetuning <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/FastPitch_Finetuning.ipynb>`_
* - TTS
- FastPitch and HiFiGAN Model Training for German
- `FastPitch and HiFiGAN Model Training for German <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/FastPitch_GermanTTS_Training.ipynb>`_
* - TTS
- Tacotron2 Model Training
- `Tacotron2 Model Training <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/Tacotron2_Training.ipynb>`_
* - TTS
- FastPitch Duration and Pitch Control
- `FastPitch Duration and Pitch Control <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/Inference_DurationPitchControl.ipynb>`_
* - TTS
- FastPitch Speaker Interpolation
- `FastPitch Speaker Interpolation <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/FastPitch_Speaker_Interpolation.ipynb>`_
* - TTS
- Inference and Model Selection
- `TTS Inference and Model Selection <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/Inference_ModelSelect.ipynb>`_
* - TTS
- Pronunciation_customization
- `TTS Pronunciation_customization <https://colab.research.google.com/github/NVIDIA/NeMo/tree/stable/tutorials/tts/Pronunciation_customization.ipynb>`_
* - Tools
- CTC Segmentation
- `CTC Segmentation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tools/CTC_Segmentation_Tutorial.ipynb>`_
* - Text Processing (TN/ITN)
- Text Normalization and Inverse Normalization for ASR and TTS
- `Text Normalization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/text_processing/Text_(Inverse)_Normalization.ipynb>`_
* - Text Processing (TN/ITN)
- Inverse Text Normalization for ASR - Thutmose Tagger
- `Inverse Text Normalization with Thutmose Tagger <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/text_processing/ITN_with_Thutmose_Tagger.ipynb>`_
* - Text Processing (TN/ITN)
- Constructing Normalization Grammars with WFSTs
- `WFST Tutorial <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/text_processing/WFST_Tutorial.ipynb>`_
|