Natural Language Processing on Google Cloud
Contents
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
[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
[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] - Large language models - Aug 12, 2022
[Video] - Lab introduction: Text Translation using Encoder-decoder Architecture - Aug 12, 2022
[Lab] - Encoder decoder
[Video] - Summary - Aug 12, 2022
[Doc] - Reading list
Course summary#
[Video] - Course Summary - Aug 12, 2022