Oreilly – Conversational AI, Video Edition 2021-10

توضیحات

مشخصات دوره

• ناشر: Oreilly
• مدرس: Andrew Freed
• سطح آموزش: مبتدی تا پیشرفته
• مدت زمان آموزش: 8 ساعت و 16 دقیقه

سرفصل های دوره

• Part 1. Foundations
• Chapter 1. Introduction to conversational AI
• Chapter 1. Primary use cases for AI assistant technology
• Chapter 1. Follow along with this book
• Chapter 1. Summary
• Chapter 2. Building your first conversational AI
• Chapter 2. What’s the user’s intent?
• Chapter 2. Responding to the user
• Chapter 2. Other useful responses
• Chapter 2. Try to build this conversational AI yourself
• Chapter 2. Summary
• Part 2. Designing for success
• Chapter 3. Designing effective processes
• Chapter 3. Choosing the channel to implement first
• Chapter 3. Summary
• Chapter 4. Designing effective dialogue
• Chapter 4. Asking questions
• Chapter 4. What if the assistant doesn’t understand?
• Chapter 4. Summary
• Chapter 5. Building a successful AI assistant
• Chapter 5. Conversational AI success metrics
• Chapter 5. Command interpreter success metrics
• Chapter 5. Event classifier success metrics
• Chapter 5. Summary
• Part 3. Training and testing
• Chapter 6. Training your assistant
• Chapter 6. Finding training data
• Chapter 6. Assessing whether you have the right training data
• Chapter 6. Summary
• Chapter 7. How accurate is your assistant?
• Chapter 7. Comparing testing methodologies
• Chapter 7. Selecting the right accuracy metric for the job
• Chapter 7. Summary
• Chapter 8. Testing your dialogue flows
• Chapter 8. Nonfunctionally testing a dialogue flow
• Chapter 8. Summary
• Part 4. Maintenance
• Chapter 9. Deployment and management
• Chapter 9. Where to run your code
• Chapter 9. Using source control for other assets
• Chapter 9. Summary
• Chapter 10. Improving your assistant
• Chapter 10. Analyzing the classifier to predict future containment problems
• Chapter 10. When and why to improve your assistant
• Chapter 10. Summary
• Part 5. Advanced/optional topics
• Chapter 11. Building your own classifier
• Chapter 11. Build a simple classifier from first principles
• Chapter 11. Expanding the simple classifier
• Chapter 11. Extending even further
• Chapter 11. Summary
• Chapter 12. Additional training for voice assistants
• Chapter 12. Testing the speech-to-text model
• Chapter 12. Training a speech-to-text model
• Chapter 12. Summary

تصاویر دوره Conversational AI Video Edition

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