This book serves as your indispensable companion, providing a detailed roadmap for successfully building, maintaining, and evolving AI-driven products. 

We'll explore the AI landscape, demystify complex terms, and gain insights into infrastructure, algorithms, and deployment strategies. Master the essential skills to understand the optimal flow of AI processes. We'll guide you through the nuances of model development, from linear regression to deep learning neural networks. You'll learn when a model is market-ready, the intricacies of deployment, and crucial testing and troubleshooting strategies. Rely on consistency and MLOps, and nurturing strong customer relationships. Finally, we'll explore the intricacies of retraining, tuning parameters, and establishing a feedback loop. You'll master the art of designing AI-native products as well as getting traditional software products AI ready and craft compelling stories to captivate your audience. We'll help you find the right balance between foundational design elements and the unique aspects of AI-native products, so you can prioritize wisely. 

By the end of this book, you will understand the imperative of integrating AI into existing products. Explore the evolution of Generative AI and LLMs, as well as discover the rise of open-source capabilities that are available to you.

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Spis treści

AI Product Manager's Handbook. Build, integrate, scale, and optimize products to grow as an AI product manager - Second Edition eBook -- spis treści

• 1. Understanding the Infrastructure and Tools for Building AI Products
• 2. Model Development and Maintenance for AI Products
• 3. Deep Learning Deep Dive
• 4. Commercializing AI Products
• 5. AI Transformation and Its Impact on Product Management
• 6. Understanding the AI-Native Product
• 7. Productizing the ML Service
• 8. Customization for Verticals, Customers, and Peer Groups
• 9. Product Design for the AI-Native Product
• 10. Benchmarking Performance, Growth Hacking, and Cost
• 11. Managing the AI Native Product
• 12. Rising Tide of AI
• 13. Trends & Insights Across Industry
• 14. Evolving products into AI products
• 15. The role of design when products evolve to embrace AI
• 16. Managing the Evolving AI Product
• 17. Starting a career in AI PM
• 18. What does it mean to be a good AI PM?
• 19. The Evergreen Learner: Maturing and growing in AI PM