Generative AI Applications: Planning, Design and Implementation (Generative AI LLM Programming) by David Spuler, Michael Sharpe
English | November 10, 2024 | ISBN: N/A | ASIN: B0DMMVCMPQ | 347 pages | EPUB | 1.41 Mb
English | November 10, 2024 | ISBN: N/A | ASIN: B0DMMVCMPQ | 347 pages | EPUB | 1.41 Mb
Launch your Generative AI application from idea to implementation. Understand the various options and trade-offs in using LLMs for applications.
Main Points:
- Deciding on your AI project
- Planning for success and safety
- Designs and LLM architectures
- Expediting development
- Implementation and Deployment
Table of Contents
Part I: Introduction to Enterprise AI
1. Strategy
2. Generative AI Market Overview
3. LLM Technology Overview
Part II: Selecting AI Projects
4. Deciding
5. Use Cases
6. Limitations
Part III: Planning AI Projects
7. Planning
8. Data
9. Budgeting and ROI
10. Safety
Part IV: Design
11. Requirements
12. Architectures
13. Transformers & LLMs
14. Training and Fine-Tuning
15. RAG Architectures
Part V: Implementation
16. Building
17. Prompt Engineering
18. Deployment Architecture
Part VI: Advanced Topics
19. AI Phones and PCs
20. Tool Usage
21. Agentic Architectures
22. AI Research Overview