YoVDO

TensorFlow on Google Cloud

Offered By: Google via Google Cloud Skills Boost

Tags

Google Cloud Platform (GCP) Courses Machine Learning Courses Cloud Computing Courses Neural Networks Courses TensorFlow Courses Keras Courses Vertex AI Courses Model Deployment Courses Data Pipelines Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
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
  • Your Next Steps
    • Course Badge

Tags

Related Courses

Google Cloud Fundamentals: Core Infrastructure
Google via Coursera
Google Cloud Big Data and Machine Learning Fundamentals
Google Cloud via Coursera
Serverless Data Analysis with Google BigQuery and Cloud Dataflow en Français
Google Cloud via Coursera
Essential Google Cloud Infrastructure: Foundation
Google Cloud via Coursera
Elastic Google Cloud Infrastructure: Scaling and Automation
Google Cloud via Coursera