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TensorFlow on Google Cloud

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Overview

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This course covers building ML models with TensorFlow and Keras, improving the accuracy of ML models and writing ML models for scaled use.

Syllabus

Introduction to the Course

Introduction

Introduction to the TensorFlow Ecosystem

Introduction to the TensorFlow ecosystem
Introduction to Tensorflow
TensorFlow API hierarchy
Components of Tensorflow: Tensors and variables
Quiz: Introduction to the TensorFlow Ecosystem
Resources: Introduction to the TensorFlow Ecosystem

Design and Build an Input Data Pipeline

Introduction
An ML recap
Training on large datasets with tf.data API
Working in-memory and with files
Getting the data ready for model training
Embeddings
Lab intro: TensorFlow Dataset API
TensorFlow Dataset API
Scaling data processing with tf.data and Keras preprocessing layers
Lab intro: Classifying structured data using Keras preprocessing layers
Classifying Structured Data using Keras Preprocessing Layers
Quiz: Design and Build Input Data Pipeline
Resources: Design and Build a TensorFlow Input Data Pipeline

Building Neural Networks with the TensorFlow and Keras API

Introduction
Activation functions
Training neural networks with TensorFlow 2 and the Keras Sequential API
Serving models in the cloud
Lab intro: Introducing the Keras Sequential API on Vertex AI Platform
Introducing the Keras Sequential API on Vertex AI Platform
Training neural networks with TensorFlow 2 and the Keras Functional API
Lab intro: Build a DNN using the Keras Functional API on Vertex AI Platform
Build a DNN using the Keras Functional API
Model subclassing
Regularization basics
How can we measure model complexity: L1 vs. L2 Regularization
Quiz: Building Neural Networks in TensorFlow with Keras API
Resources: Building Neural Networks with the TensorFlow and Keras API

Training at Scale with Vertex AI

Introduction
Training at scale with Vertex AI
Lab intro: Training at Scale with Vertex AI Training Service
Training at Scale with Vertex AI Training Service
Quiz: Training at Scale with Vertex AI
Resources: Training at Scale with Vertex AI

Summary

Summary
Resource: All quiz questions
Resource: All readings
Resource: All slides

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