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Introduction to Large Language Models (LLMs) - NPTEL Course

A comprehensive course on Large Language Models offered by IIT Delhi and IIT Bombay through NPTEL (National Programme on Technology Enhanced Learning).

Course Overview 📚

Instructors

  • Prof. Tanmoy Chakraborty (IIT Delhi)
  • Prof. Soumen Chakrabarti (IIT Bombay)

Teaching Assistants

  • Anwoy Chatterjee (PhD student, IIT Delhi)
  • Poulami Ghosh (PhD student, IIT Bombay)

Course Structure 🎓

Weekly Modules

  1. Week 1: Foundations

    • Introduction and Recent Advances
    • Introduction to Natural Language Processing
    • Deep Learning Basics
  2. Week 2-8: Core Content

    • Transformer Architecture
    • Language Models & Embeddings
    • Advanced Learning Paradigms
    • Knowledge Integration & Retrieval
    • Ethics & Contemporary Models

Getting Started 🚀

Prerequisites

  • Python programming knowledge
  • Basic understanding of Machine Learning
  • Data Structures & Algorithms fundamentals

Local Development

# Install dependencies
pnpm install

# Start development server
pnpm dev

# Visit http://localhost:3000

Website Features 💡

Technical Features

  • Built with Nextra documentation framework
  • React-based components
  • MDX support for interactive content
  • Dark/light mode theming
  • Full-text search capability
  • Mobile-responsive design

Content Features

  • Interactive code examples
  • Downloadable lecture materials
  • Progress tracking
  • Embedded diagrams and visualizations
  • Searchable documentation

Contributing 🤝

We welcome contributions to improve the course materials:

  1. Fork the repository
  2. Create your feature branch
  3. Commit your changes
  4. Push to the branch
  5. Create a Pull Request

Resources 📖

Additional Reading

  • Speech and Language Processing
  • Neural Network Models for NLP
  • Course-specific materials in the /resources directory

Support

For technical issues, please open a GitHub issue. For course-related queries, use the NPTEL discussion forum.

License

This project is licensed under the MIT License. See LICENSE for details.


Built with Nextra | Deployed on Vercel

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