Program Details
Career Focused
AI Engineering & LLM Development
A comprehensive 12-week program covering Python, LLM foundations, FastAPI, RAG, LangChain, LangGraph, AI agents, and production deployment. Build enterprise-grade AI applications from scratch.
Certificate
AI Engineer / LLM Developer
Portfolio
GitHub + Live AI Applications
Career Outcome
AI Engineer / LLM Developer / ML Engineer
Weekly Overview
A quick look at what you’ll cover in this program.
| Week 1 | Python Foundations & Development Setup |
| Week 2 | Git, GitHub & Python Advanced |
| Week 3 | LLM Foundations |
| Week 4 | LLM Engineering (OpenAI, Claude, Gemini, Groq) |
| Week 5 | FastAPI & AI Backend Services |
| Week 6 | SQL & PostgreSQL for AI Apps |
| Week 7 | RAG Fundamentals |
| Week 8 | Advanced RAG |
| Week 9 | LangChain |
| Week 10 | LangGraph |
| Week 11 | Agents + MCP + Multi-LLM |
| Week 12 | Deployment & Production |
Learning Path
Your Step-by-Step Roadmap
Follow our structured curriculum designed to take you from foundational concepts to production-grade execution.
100%
Generative AI & LLM Engineer
✓Personal Recommendation
✓Alternative Option
✓Order in Roadmap not Strict
Generative AI & LLM Engineer 2026Follow the curved green spine as it weaves through foundational skills, framework architectures, and capstone deployment. Click any box for practical challenges!
AI Foundations & LLM Architecture✓
Tokenization & BPE Encoding✓
Sampling Parameters✓
Transformer Attention Layers✓
Open Weights Models (Llama 3)✓
Multimodal Vision & Audio✓
Prompt Engineering & Evaluation✓
Chain-of-Thought (CoT)✓
Structured Outputs
Eval Frameworks
Structured Outputs & Function Calling✓
DSPy Algorithmic Optimization✓
Automated Prompt Evals (Promptfoo)✓
Jailbreak & Prompt Injection Defense✓
Embeddings & Vector Databases✓
Embedding Models & Dimensions✓
Vector Indexes (HNSW & IVF)✓
Metadata Filtering & Namespaces✓
pgvector in PostgreSQL✓
Production RAG Architecture✓
Semantic & Recursive Chunking✓
Hybrid Search
Post-Retrieval
Hybrid Search (Dense + BM25)✓
Cohere Rerank Model✓
Parent Document Retriever✓
Ragas & TruLens Evaluation✓
Agentic Workflows with LangGraph✓
Fine-Tuning & LoRA Adaptation✓
LangGraph StateGraph & Cycles✓
QLoRA 4-Bit Training✓
LLMOps, vLLM & Production Serving✓
vLLM PagedAttention Server✓
LangSmith / Phoenix Tracing✓
Autonomous Enterprise AI Agent Platform Capstone✓
E2B Secure Code Sandbox✓
Guardrails AI & Hallucination Shield✓
Outcomes
What You’ll Walk Away With
By the end of this program, you won’t just “know” the topic — you’ll have proof of work.
AI Engineer / LLM Developer
GitHub + Live AI Applications
AI Engineer / LLM Developer / ML Engineer