All Courses
✨
Advanced12 weeks

Generative AI & Large Language Models

Build with the most powerful AI technology of our generation.

GPT, RAG, LangChain, and building AI apps.

What You'll Learn

Understand transformer architecture: attention, positional encoding, multi-head attention
Compare and use leading LLMs: GPT-4, Claude, Gemini, Llama
Master prompt engineering: zero-shot, few-shot, chain-of-thought
Fine-tune LLMs on custom datasets with LoRA / QLoRA
Build RAG systems with vector databases (Pinecone, Chroma)
Create AI agents and tool-using workflows with LangChain
Deploy a production-ready LLM application

Course Curriculum

Week 1–2LLM Foundations
  • Transformer architecture deep dive
  • Pre-training, fine-tuning, and RLHF
  • Comparing GPT-4, Claude, Gemini, Llama 3
  • API access: OpenAI, Anthropic, HuggingFace
Week 3–4Prompt Engineering
  • Zero-shot, few-shot, and chain-of-thought prompting
  • System prompts and role assignment
  • Structured output with JSON mode
  • Prompt injection risks and mitigations
Week 5–6Fine-Tuning LLMs
  • When to fine-tune vs prompt engineer
  • LoRA and QLoRA for efficient fine-tuning
  • Dataset preparation and formatting
  • Fine-tuning Llama 3 on Colab GPU
Week 7–9RAG & Vector Databases
  • Why RAG beats pure fine-tuning for knowledge
  • Embeddings and semantic search
  • Pinecone, Chroma, and pgvector
  • Building a document Q&A system with LangChain
Week 10–12AI Agents & Production Apps
  • LangChain agents and tool use
  • Function calling with OpenAI/Anthropic APIs
  • Building a multi-step AI pipeline
  • Deployment with FastAPI + Vercel + streaming

Projects You'll Build

AI document Q&A chatbot (RAG)Custom AI tutor for a subjectCode review assistantAutonomous research agent

Tools & Technologies

PythonOpenAI APIAnthropic APILangChainHuggingFacePinecone / ChromaFastAPIVercelGoogle Colab
Prerequisites
  • ▸Machine Learning Essentials
  • ▸Python proficiency
  • ▸Basic NLP knowledge (helpful)
  • ▸Familiarity with REST APIs
Who It's For
  • ▸College students (final year CS/AI)
  • ▸Software developers adding AI to products
  • ▸Startup founders and product builders

Enroll Now

Creates your CodeMind login automatically

Generative AI & Large Language Models

Already have an account? Sign in

12 weeks
Duration
Advanced
Level
Yes
Certificate
Online / Offline
Mode