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by Tom Markiewicz, Josh Zheng
Getting Started with Artificial Intelligence, 2nd Edition
1. Introduction to Artificial Intelligence
The Market for Artificial Intelligence
Avoiding an AI Winter
Artificial Intelligence, Defined?
Artificial Intelligence
Machine Learning
Deep Learning
Applications in the Enterprise
Next Steps
2. Natural Language Processing
Overview of NLP
The Components of NLP
Entities
Relations
Concepts
Keywords
Semantic Roles
Categories
Emotion
Sentiment
Enterprise Applications of NLP
Social Media Analysis
Customer Support
Business Intelligence
Content Marketing and Recommendation
Additional Topics
How to Use NLP
Training Models
Challenges of NLP
Summary
3. Chatbots
What Is a Chatbot?
The Rise of Chatbots
Natural Language Processing in the Cloud
Proliferation of Messaging Platforms
Natural Language Interface
How to Build a Chatbot
The Messaging Channel
The Backend
Challenges of Building a Successful Chatbot
Summary
4. Computer Vision
Capabilities of Computer Vision for the Enterprise
Image Classification and Tagging
Object Localization
Custom Classifiers
How to Use Computer Vision
Computer Vision on Mobile Devices
Best Practices
Quality Training Images
Use Cases
Satellite Imaging
Video Search in Surveillance and Entertainment
Additional Examples: Social Media and Insurance
Existing Challenges in Computer Vision
Implementing a Computer Vision Solution
Summary
5. AI Data Pipeline
Preparing for a Data Pipeline
Sourcing Big Data
Storage: Apache Hadoop
Hadoop as a Data Lake
Discovery: Apache Spark
Spark Versus MapReduce
Machine Learning with Spark
Automation
Why Automated AI/ML?
Limitations of AutoML
Existing Automated Machine Learning Solutions
Summary
6. Hybrid Clouds
Overview of Clouds
Concerns about the Cloud
Public and Private
Hybrid
Multicloud
Cloud Construction
Using AI on Hybrid Clouds
Privacy and Security
Portability and Scalability
Processing and Computing Power
Example of AI on Hybrid Clouds
Practical Solutions
The Future of AI on Hybrid Clouds
Summary
7. Looking Forward
What Makes Enterprises Unique?
Current Challenges, Trends, and Opportunities
Little Data
Inaccessible Data Formats
Ensuring Accountability and Interpretability
Fairness, Trust, and Transparency
Scalability
Social Implications
Summary
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Getting Started with Artificial Intelligence
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