🤖 Generative AI Systems
Build modern AI applications with LLMs, RAG, and intelligent agents. Master the technologies powering ChatGPT, Claude, and production AI systems.
Your AI Journey
🚀 Why Start with Generative AI?
1. LLM Fundamentals
Master Large Language Models, prompting, and AI applications
2. Tokenization & Text Processing
Understanding text-to-token conversion, vocabulary management
3. RAG & Knowledge Systems
Build intelligent systems with Retrieval-Augmented Generation
4. Model Fine-Tuning
Advanced techniques for customizing language models
5. AI Applications
Production-ready AI systems with agents and safety
Text-to-Image Generation
Smart Text Completion
Translation Systems
Image Captioning
Video Generation
Personalized GenAI
LangChain Production
AI Agent Architectures
Multi-Modal AI APIs & Applications
6. Vision-Language Models
Multimodal AI systems combining vision and language
7. Document AI & Parsing
Document parsing, table extraction, structured data
8. Evaluation & Benchmarks
Comprehensive evaluation frameworks and benchmarks
Comprehensive Evaluation Benchmarks
Common Sense Reasoning: PIQA, HellaSwag & More
World Knowledge: TriviaQA, NQ & SQuAD
Mathematical Reasoning: MATH & GSM8K
Code Generation: HumanEval & MBPP
Composite Benchmarks: MMLU, MMMU & AGIEval
LMSYS Chatbot Arena: Human Preference
9. AI Safety & Evaluation
Safety evaluation, bias detection, responsible AI
10. AI Security
Adversarial testing, robustness, security considerations
11. Data Curation & Quality
Dataset construction, quality filtering, data management
12. GenAI Systems Design
Architecture patterns for generative AI applications
RAG Systems Foundation
RAG Architecture Deep Dive
Vector Database Implementation
Diffusion Models for Production
Text-to-Image System Design
Production Transformer Architecture
Gmail Smart Compose Architecture
13. GenAI Infrastructure
Deploy and scale AI applications in production
AI Safety & Guardrails
LLM Serving & APIs
Token Management
AI Gateway Patterns
GenAI Monitoring
Production Deployment
Model Serving Patterns
GenAI System Design Interview Framework
14. GenAI Engineering
Production engineering practices for GenAI systems
15. Advanced GenAI
Cutting-edge techniques and emerging patterns
16. Multimodal
Additional multimodal topics
Continue Your AI Learning
After mastering GenAI, explore traditional ML infrastructure for complete AI engineering expertise.