Sultanov A. AI Fast-Track Methodology. Building Real-World AI Applications 2024

Textbook in PDF format

This methodology offers a clear and actionable framework for developing AI applications, whether you’re a beginner taking your first steps into AI or an experienced developer refining your craft. With a focus on real-world relevance, it breaks down the development process into manageable steps, providing a structured approach to building impactful and functional AI solutions. Each chapter equips you with the tools to turn ideas into practical implementations efficiently and effectively.
Part I. Methodology. Introduction
Step 1: Identify Core Objectives Step 2: Leverage Existing Solutions
Step 3: Prototype Rapidly
Step: 4 Iterate and Refne
Step: 5 Deploy and Expand
Part II. Ready-to-Go AI Solutions
Chapter 1. Sentiment Analysis
Chapter 2. Text Summarization
Chapter 3. Named Entity Recognition Chapter 4. Language Translation
Chapter 5. Text Generation
Chapter 6. Image Classifcation
Chapter 7. Object Detection
Chapter 8. Image Segmentation
Chapter 9. Pose Estimation
Chapter 10. Image Captioning
Conclusion