Natural Language Processing on Google Cloud#

[Course]

Course introduction#

[Video] - Meet the author - Aug 12, 2022

[Video] - Course Introduction - Feb 3, 2023

[Doc] - Reading list

NLP on Google Cloud#

[Video] - Introduction - Aug 12, 2022

[Video] - What is NLP? - Feb 6, 2023

[Video] - NLP history - Feb 6, 2023

[Video] - NLP architecture - Aug 12, 2022

[Video] - NLP APIs - Feb 6, 2023

[Video] - NLP solutions - Aug 12, 2022

[Video] - Lab introduction: Exploring the Dialogflow API - Aug 12, 2022

[Lab] - Exploring the Dialogflow API

[Video] - Summary - Aug 12, 2022

[Doc] - Reading list

NLP with Vertex AI#

[Video] - Introduction - Aug 12, 2022

[Video] - NLP options - Aug 12, 2022

[Video] - Vertex AI - Aug 12, 2022

[Video] - NLP with AutoML - Aug 12, 2022

[Video] - NLP with custom training - Aug 12, 2022

[Video] - NLP end-to-end workflow - Aug 12, 2022

[Video] - Lab introduction: Text Classification with AutoML - Aug 12, 2022

[Lab] - Text Classification using AutoML

[Video] - Summary - Aug 12, 2022

[Doc] - Reading list

Text representation#

[Video] - Introduction - Aug 12, 2022

[Video] - Tokenization - Aug 12, 2022

[Video] - One-hot encoding and bag-of-words - Aug 12, 2022

[Video] - Word embeddings - Aug 12, 2022

[Video] - Word2vec - Aug 12, 2022

[Video] - Transfer learning and reusable embeddings - Aug 12, 2022

[Video] - Lab introduction: Reusable Embeddings - Aug 12, 2022

[Lab] - Text classification using reusable embeddings

  • reusable_embeddings - lab, sol

[Video] - Summary - Aug 12, 2022

[Doc] - Reading list

NLP models#

[Video] - Introduction - Aug 12, 2022

[Video] - ANN - Aug 12, 2022

[Video] - TensorFlow - Aug 12, 2022

[Video] - DNN - Aug 12, 2022

[Video] - RNN - Aug 12, 2022

[Video] - LSTM - Aug 12, 2022

[Video] - GRU - Aug 12, 2022

[Video] - Lab introduction: Text Classification with Keras - Aug 12, 2022

[Lab] - Keras for Text Classification using Vertex AI

  • keras_for_text_classification - lab, sol

[Video] - Summary - Aug 12, 2022

[Doc] - Reading list

Advanced NLP models#

[Video] - Introduction - Aug 12, 2022

[Video] - Encoder-decoder architecture - Aug 12, 2022

[Video] - Attention mechanism - Aug 12, 2022

[Video] - Transformer - Aug 12, 2022

[Video] - BERT - Aug 12, 2022

[Video] - Large language models - Aug 12, 2022

[Video] - Lab introduction: Text Translation using Encoder-decoder Architecture - Aug 12, 2022

[Lab] - Encoder decoder

  • rnn_encoder_decoder - lab, sol

[Video] - Summary - Aug 12, 2022

[Doc] - Reading list

Course summary#

[Video] - Course Summary - Aug 12, 2022