TensorFlow is an open source machine learning framework that brings the power of machine learning to everyone. TensorFlow makes it easy for developers to create neural network based machine learning models. In this course, Build, Train, and Deploy Your First Neural Network with TensorFlow 2, you will learn the foundational knowledge needed to create your own neural networks. First, you will explore the basic principles of how machine learning lets us create models that learn from data. Next, you will discover how to apply these principles to neural networks and create a model that predicts the class of clothing in an image. Then, you will delve into how TensorFlow makes it easy to evaluate and improve the performance of neural networks with built-in tools like TensorBoard. Finally, you will learn how to deploy your neural network and make its predictive power available to client applications. When you are finished with this course, you will have the skills and knowledge of machine learning and TensorFlow needed to create, train, and deploy a predictive neural network.
Author Name: Jerry Kurata
Author Description:
Jerry has Bachelor of Science degrees in Geology and Physics. His plans to work in the oil exploration industry were sidetracked when he discovered he preferred to work with computers on simulation and data processing, instead of reading mud and core samples in the North Sea. His love of computers and tech resulted in him spending many additional hours working on computers while getting his Master’s degree in Computer Science. His current areas of interests include Machine Learning, Big Data,… more

Table of Contents

• Course Overview
  1min
• Why Learn TensorFlow?
  12mins
• Setting up the TensorFlow Environment
  16mins
• AI and Machine Learning Concepts
  20mins
• Applying the Machine Learning Workflow with TensorFlow
  29mins
• Understanding Neural Networks
  25mins
• Building and Training Your First Neural Network
  22mins
• Monitoring and Improving Neural Network Performance
  21mins
• Deploying Your Neural Network
  10mins
• Final Words
  7mins