Course Details

AI Product Engineering

Take LLMs from prototype to production. Optimize for speed, manage API costs, and build scalable full-stack AI applications.

10 Weeks₹72,000

Hands-on Highlights

This program is designed around shipping functional, production-ready AI applications from day one. You will move beyond theory and build real products.

1Optimize LLM inference latency with vLLM
2Implement semantic caching with Redis
3Set up observability using LangSmith
4Build a production-ready Next.js + FastAPI SaaS

Detailed Syllabus

Week 1-2

Full-Stack AI Architecture

→Decoupling frontend and backend for AI workloads
→Setting up FastAPI for Python ML microservices
→Next.js API routes and server actions
→Handling streaming responses (Server-Sent Events)

Week 3-5

Inference Optimization

→Understanding KV Cache and token generation speed
→Deploying open-source models with vLLM
→Batching requests for high throughput
→TensorRT-LLM basics for extreme performance

Week 6-8

Caching & Cost Management

→Implementing Redis for exact-match caching
→Vector-based semantic caching (GPTCache)
→Tokenomics and prompt compression strategies
→Rate limiting and abuse prevention

Week 9-10

Observability & Analytics

→Setting up Helicone or LangSmith for tracing
→Evaluating prompt drift in production
→A/B testing LLM outputs
→Capstone: Shipping a scalable AI SaaS tool

Format & Location

Hybrid Learning

Choose between intensive IRL bootcamps at our physical campuses in Pondicherry, Vellore, or Coimbatore, or join our flexible online programs designed for working professionals.

Prerequisites

Who is this for?

We assume a fundamental understanding of Python and basic programming concepts. This is for developers looking to master deep learning and build real AI products.

Elite Mentorship

Learn from builders

Learn directly from engineers who have built and scaled AI systems. Get code reviews, architecture feedback, and career guidance.

Outcomes

Ship real products

Our primary focus is helping you build a strong portfolio of real, deployed AI products to show employers. All graduates receive a verifiable certificate.

Ready to build?

Join our next cohort to get started.

Apply Now