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End User License Agreement
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End User License Agreement
by Dattaraj Rao
Keras to Kubernetes
Cover
Introduction
How This Book Is Organized
Conventions Used
Who Should Read This Book
Tools You Will Need
Summary
CHAPTER 1: Big Data and Artificial Intelligence
Data Is the New Oil and AI Is the New Electricity
Applications of Artificial Intelligence
Summary
CHAPTER 2: Machine Learning
Finding Patterns in Data
The Awesome Machine Learning Community
Types of Machine Learning Techniques
Solving a Simple Problem
Analyzing a Bigger Dataset
Comparison of Classification Methods
Bias vs. Variance: Underfitting vs. Overfitting
Reinforcement Learning
Summary
CHAPTER 3: Handling Unstructured Data
Structured vs. Unstructured Data
Making Sense of Images
Dealing with Videos
Handling Textual Data
Listening to Sound
Summary
CHAPTER 4: Deep Learning Using Keras
Handling Unstructured Data
Welcome to TensorFlow and Keras
Bias vs. Variance: Underfitting vs. Overfitting
Summary
CHAPTER 5: Advanced Deep Learning
The Rise of Deep Learning Models
New Kinds of Network Layers
Building a Deep Network for Classifying Fashion Images
CNN Architectures and Hyper‐Parameters
Making Predictions Using a Pretrained VGG Model
Data Augmentation and Transfer Learning
A Real Classification Problem: Pepsi vs. Coke
Recurrent Neural Networks
Summary
CHAPTER 6: Cutting‐Edge Deep Learning Projects
Neural Style Transfer
Generating Images Using AI
Credit Card Fraud Detection with Autoencoders
Summary
CHAPTER 7: AI in the Modern Software World
A Quick Look at Modern Software Needs
How AI Fits into Modern Software Development
Simple to Fancy Web Applications
The Rise of Cloud Computing
Containers and CaaS
Kubernetes: A CaaS Solution for Infrastructure Concerns
Summary
CHAPTER 8: Deploying AI Models as Microservices
Building a Simple Microservice with Docker and Kubernetes
Adding AI Smarts to Your App
Packaging the App as a Container
Pushing a Docker Image to a Repository
Deploying the App on Kubernetes as a Microservice
Summary
CHAPTER 9: Machine Learning Development Lifecycle
Machine Learning Model Lifecycle
Deployment on Edge Devices
Summary
CHAPTER 10: A Platform for Machine Learning
Machine Learning Platform Concerns
Putting the ML Platform Together
Summary
A Final Word …
APPENDIX A: References
Index
End User License Agreement
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WILEY END USER LICENSE AGREEMENT
WILEY END USER LICENSE AGREEMENT
Go to
www.wiley.com/go/eula
to access Wiley’s ebook EULA.
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