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WFST_tutorial for ITN development (#3128) 
* Pushing WFST_tutorial for open draft. (Still need to review collab code.

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* Checked tutorial code for WFST_Tutorial is properly functioning. Also included some formatting edits.

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* Responding to editorial comments for WFST_tutorial

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* Added images to folder and wrote README for tutorials

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* Few more editorial changes to explain permutations in classification.

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* Updated tutorials documentation page.

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* removing collab install and appending a warning instead.

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* Update WFST_Tutorial.ipynb

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.. _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>`_
* - 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
- 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_recognition/Speaker_Recognition_Verification.ipynb>`_
* - ASR
- Speaker Diarization Inference
- `Speaker Diarization Inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/speaker_recognition/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_recognition/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>`_
* - 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 with SQuAD
- `Question Answering Squad <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Question_Answering_Squad.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/v1.0.2/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>`_
* - TTS
- Speech Synthesis
- `TTS Inference <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tts/Inference_ModelSelect.ipynb>`_
* - TTS
- Speech Synthesis
- `FastPitch Duration and Pitch Control <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tts/Inference_DurationPitchControl.ipynb>`_
* - TTS
- Speech Synthesis
- `Tacotron2 Training <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tts/Tacotron2_Training.ipynb>`_
* - TTS
- Speech Synthesis
- `TalkNet Training <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tts/TalkNet_Training.ipynb>`_
* - TTS
- Speech Synthesis
- `FastPitch Fine-Tuning <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tts/FastPitch_Finetuning.ipynb>`_
* - Tools
- CTC Segmentation
- `CTC Segmentation <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/tools/CTC_Segmentation_Tutorial.ipynb>`_
* - Text Processing
- Text Normalization for TTS
- `Text Normalization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/text_processing/Text_Normalization.ipynb>`_
* - Text Processing
- Inverse Text Normalization for ASR
- `Inverse Text Normalization <https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/text_processing/Inverse_Text_Normalization.ipynb>`_
* - Text Processing
- Constructing Normalization Grammars with WFSTs
- `WFST Tutorial <https://github.com/NVIDIA/NeMo/blob/stable/tutorials/text_processing/WFST_Tutorial.ipynb>`_
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