TensorFlow on Google Cloud

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

• 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
• Your Next Steps
• Course Badge