Generative AI & Autonomous AI Agents
Master Prompt Engineering, Large Language Models (LLMs), LangChain, Vector Databases, Retrieval-Augmented Generation (RAG), and build production-ready autonomous multi-agent systems.
What You Will Master
Designed by Silicon Valley industry leads to take you from foundational AI principles to building custom autonomous AI pipelines.
Zero-shot, Few-shot, Chain-of-Thought prompting, and PEFT/LoRA model tuning.
Vector embeddings, Pinecone/ChromaDB indexing, and contextual query retrieval.
Build goal-oriented agents using LangChain, CrewAI, AutoGen, and tool integrations.
Containerize models with Docker, FastAPI, and deploy onto AWS Bedrock / Azure AI.
Curriculum & Weekly Syllabus
Comprehensive modular breakdown tailored for real-world enterprise engineering.
- Transformer Architectures, Tokenization, and Attention Mechanisms
- In-Context Learning, Few-Shot, ReAct Framework
- API Integration: OpenAI GPT-4o, Anthropic Claude, Google Gemini
- Mitigating Hallucinations & Output Guardrails
- LCEL (LangChain Expression Language) Pipelines
- Memory Models, Chat History Buffers, and Callbacks
- Document Loaders, Text Splitters, and Markdown Parsers
- Embeddings (OpenAI ada-002, HuggingFace BGE)
- Vector Stores: Pinecone, ChromaDB, Weaviate, Milvus
- Hybrid Search, Re-ranking algorithms, and Context Compression
- Autonomous Agents with Tool Calling & Web Search capabilities
- Hierarchical & Sequential Multi-Agent orchestration
- Human-in-the-loop workflows and task delegation
- FastAPI Wrapper & Streaming Responses
- LangSmith & Prompt Versioning/Evaluation
- Deploying Scalable AI Services on AWS Cloud
Live Enterprise Projects
Build actual production systems to showcase directly on your GitHub and resume.
Enterprise Document RAG Assistant
Build a multimodal chatbot that ingests 500+ PDF manuals and answers queries with exact page citations and zero hallucination.
Autonomous Financial Research Agent
A multi-agent CrewAI system that scours live stock feeds, aggregates SEC filings, and drafts automated PDF investment memos.
AI Customer Support Agent with Tools
An autonomous voice/text support agent integrated with SQL database APIs to process live returns, refunds, and ticket escalations.
Custom Code-Review Bot on GitHub
CI/CD automated agent that evaluates pull requests, identifies vulnerabilities, and posts inline refactoring suggestions.
Tools & Frameworks Covered
Industry-standard tech stack used by leading AI engineering teams globally.