更新时间：2021-06-11 13:33:03
封面
版权页
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Foreword
Contributors
About the author
About the reviewer
Packt is searching for authors like you
Preface
Who this book is for
What this book covers
What you need for this book
Get in touch
Chapter 1. The AI Workflow
AI isn't everything
The AI workflow
Overview of the chapters
Summary
Chapter 2. A Blueprint for Planning Cloud Infrastructure
The problem goal and business case
Method – constraint solvers
Deployment strategy
Continuous evaluation
Chapter 3. A Blueprint for Making Sense of Feedback
Method – sentiment analysis
Chapter 4. A Blueprint for Recommending Products and Services
Usage scenario – implicit feedback
Content-based recommendations
Collaborative filtering recommendations
Chapter 5. A Blueprint for Detecting Your Logo in Social Media
The rise of machine learning
Goal and business case
Neural networks and deep learning
TensorFlow and Keras
YOLO and Darknet
Chapter 6. A Blueprint for Discovering Trends and Recognizing Anomalies
Overview of techniques
Discovering linear trends
Discovering seasonal trends
Recognizing anomalies
Chapter 7. A Blueprint for Understanding Queries and Generating Responses
Method – NLP + logic programming + NLG
A second example – college course advising
Chapter 8. Preparing for Your Future and Surviving the Hype Cycle
Always one step ahead
The state of things
Understanding the hype cycle of AI
The next big thing
Index
