TensorFlow on Google Cloud

[Course]

Introduction to the Course

[Video] - Introduction - Mar 11, 2022

Introduction to the TensorFlow ecosystem

[Video] - Introduction to the TensorFlow ecosystem - Mar 4, 2022

[Video] - Introduction to Tensorflow - Mar 11, 2022

[Video] - TensorFlow API hierarchy - Mar 4, 2022

[Video] - Components of Tensorflow: Tensors and variables - Mar 4, 2022

Design and Build an Input Data Pipeline

[Video] - Introduction - Mar 4, 2022

[Video] - An ML recap - Mar 4, 2022

[Video] - Training on large datasets with tf.data API - Mar 11, 2022

[Video] - Working in-memory and with files - Mar 11, 2022

[Video] - Getting the data ready for model training - Mar 4, 2022

References:

• tf.feature_column is deprecated.

• Working with preprocessing layers

• Classify structured data using Keras preprocessing layers

• Migrate tf.feature_columns to Keras preprocessing layers

• An Introduction to Keras Preprocessing Layers (November 24, 2021)

[Video] - Embeddings - Mar 4, 2022

References:

• tf.feature_column.embedding_column is deprecated.

• tf.keras.layers.Embedding

• Word embeddings

[Video] - Lab intro: TensorFlow Dataset API - Mar 4, 2022

[Lab] - TensorFlow Dataset API

• 2_dataset_api - lab, sol

[Video] - Scaling data processing with tf.data and Keras preprocessing layers - Mar 4, 2022

[Video] - Lab intro: Classifying structured data using Keras preprocessing layers - Mar 4, 2022

[Lab] - Classifying Structured Data using Keras Preprocessing Layers

• preprocessing_layers - lab, sol

Building Neural Networks with the TensorFlow and Keras API

[Video] - Introduction - Mar 4, 2022

[Video] - Activation functions - Mar 4, 2022

[Video] - Training neural networks with TensorFlow 2 and the Keras Sequential API - Mar 11, 2022

[Video] - Serving models in the cloud - Mar 11, 2022

[Video] - Lab intro: Introducing the Keras Sequential API on Vertex AI Platform - Mar 4, 2022

[Lab] - Introducing the Keras Sequential API on Vertex AI Platform

• 3_keras_sequential_api - lab, sol

[Video] - Training neural networks with TensorFlow 2 and the Keras Functional API - Mar 4, 2022

[Video] - Lab intro: Build a DNN using the Keras Functional API on Vertex AI Platform - Mar 4, 2022

[Lab] - Build a DNN using the Keras Functional API

• neural_network - lab, sol

References:

• 4_keras_functional_api.ipynb - lab, sol

[Video] - Model subclassing - Mar 4, 2022

[Video] - (Optional) Lab intro: Making new layers and models via subclassing - Mar 4, 2022

[Lab] - (Optional) Making New Layers and Models via Subclassing

• custom_layers_and_models - lab, sol

[Video] - Regularization basics - Mar 4, 2022

[Video] - How can we meaure model complexity: L1 vs. L2 Regularization - Mar 4, 2022

Training at Scale with Vertex AI

[Video] - Introduction - Mar 4, 2022

[Video] - Training at scale with Vertex AI - Mar 4, 2022

[Video] - Lab intro: Training at scale with the Vertex AI Training Service - Mar 4, 2022

[Lab] - Training at Scale with Vertex AI Training Service

• 1_training_at_scale_vertex - lab, sol

Summary

[Doc] - Summary

[Doc] - Resource: All quiz questions

[Doc] - Resource: All readings

[Doc] - Resource: All slides