This course covers building ML models with TensorFlow and Keras, improving the accuracy of ML models and writing ML models for scaled use.
Overview
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
- Your Next Steps
- Course Badge
