Generative AI & LLM Engineering

LLM APIs, RAG, autonomous agents and fine-tuning — build and ship real generative AI applications, not toy demos.

  • 24 weeks
  • 8 gates
  • Full-time, on-site
  • Beginner to job-ready

What you'll actually learn

Week by week, tool by tool, gate by gate. No vague module names, and no way to slide past a week you haven't cleared.

generative-ai-llm/syllabus

24 weeks · 8 gates

24 weeks · Full-time, on-site · Beginner to job-ready

Weeks 01–02 Python & LLM API Foundations

Python for AI, virtual environments, and integrating multiple LLM providers with structured, streaming responses.

  • Python
  • OpenAI
  • Anthropic

GateA multi-provider LLM wrapper with streaming, built from scratch.

Weeks 03–04 Prompt Engineering & Embeddings

Advanced prompting techniques — Chain-of-Thought, ReAct — plus the mathematical foundations of vector embeddings.

  • Prompt Engineering
  • Embeddings

GateA semantic search engine prototype using real embeddings.

Weeks 05–07 Vector Databases & RAG

Production vector storage and retrieval-augmented generation, from a first pipeline to re-ranked, contextually compressed retrieval.

  • Vector DBs
  • RAG

GateAn advanced RAG pipeline scoring 85%+ retrieval accuracy.

Weeks 08–11 Agent Frameworks & Tool Use

LangChain and LlamaIndex in depth, function calling, and autonomous multi-agent systems with LangGraph.

  • LangChain
  • LangGraph

GateA multi-agent system performing a complex, multi-step workflow.

Weeks 12–16 Evaluation, Fine-Tuning & Guardrails

Tracing and evaluating LLM output, self-hosting open-source models, LoRA fine-tuning, and hardening against misuse.

  • LangSmith
  • LoRA
  • Guardrails

GateA hardened, self-hosted fine-tuned model with active safety guardrails.

Weeks 17–18 Full-Stack & Multimodal AI

Connecting an AI backend to a real-time streaming frontend, and integrating vision and speech models.

  • FastAPI
  • React
  • Multimodal

GateA full-stack AI application with a live streaming chat interface.

Weeks 19–23 Capstone

Design, build and deploy a production GenAI application end to end, then audit its latency and token cost.

  • Capstone
  • Deployment

GateA live, cost-optimised production GenAI application.

Week 24 Final Gate & Graduation Defense

Defend the full capstone architecture live, including an on-the-spot code modification.

  • Final Defense

GateClear the final GenAI gate examination.

Want the full week-by-week syllabus?

Get the complete breakdown as a PDF — every module, tool, and gate.

Questions people ask

Do I need a coding background?

No. Every track — Data Engineering, Generative AI, both full-stack tracks, Data Analytics, and QA — starts from the fundamentals in its first week. If you're unsure which track fits you, the track fit conversation will sort it out.

Is this online or offline?

Offline — every track is full-time, in person, at our Kochi centre.

What are the batch timings?

Intake opens every Monday — your cohort is simply the Monday you start.

Can I pay in instalments?

Yes — a registration payment to confirm your seat, then five monthly instalments, the first due two weeks after your first week starts.

What's your refund policy?

Free to leave in your first 7 days — everything back, including registration. After that, registration is non-refundable, and tuition is refunded on a sliding scale based on the highest gate you've cleared: 50% through Gate 3, 25% through Gates 4–6, and nothing after Gate 6.

Not sure which track fits? Join the waitlist and we'll tell you.

Join the waitlist and we'll come back with a straight answer — including telling you if Anaxion isn't the right fit for what you're trying to do.

  • Free to join
  • Reply in one working day
  • No obligation

Generative AI & LLM Engineering

Free to join · No obligation, and no one will chase you.

Rather talk first? Call or WhatsApp us on +91 73060 08537.