LLM Bootcamp
Learn how Large Language Models work and build amazing projects around LLMs.
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About this course
Contributors & Instructors
What you will learn?
Course Content
1. Bootcamp Getting Started Essentials
3
How to utilize AI Planet Bootcamps
Bootcamp Overview
Expert Sessions Schedule
2. Module 1
3
1
Introduction to Large Language Models
Notebook: Quickstart guide to PyTorch basics
Session: How LLMs work by Sandeep Giri
Quiz 1 - PyTorch Basics
3. Module 2
4
1
Recurrent Neural Network and Language models
Optional Tutorial: RNN Maths Simplified
Notebook: Sentiment Analysis using PyTorch
Session: Sentiment Analysis using PyTorch by Tarun Jain
Quiz 2 - RNN
4. Module 3
4
1
Attention Model Mechanism
Optional - Attention Model Math simplified
Session: Attention Mechanism by Ritwik Raha
Notebook: French-to-English Language Translation project
Quiz-3 Attention
5. Module 4
4
1
Transformers- Attention is all you need
Notebook: Context based Question & Answering project
Session: Transformers implementation by Aritra
Session Notebook: PyTorch Implementation for Transformers
Quiz-4 Transformers
6. Module 5
5
Pre-trained transformers- BERT and RoBERTa
Notebook: Transformers- BERT Guide
Notebook: Transformers- RoBERTa guide
Session: Pre-trained Transformers- BERT and RoBERTa by Saurav Maheshkar
Session Notebook: Question and Answer using HuggingFace Transformers
7. Module 6
6
Pre-trained Transformer models- T5 and GPT2
Notebook: Text Summarization using T5 model
Notebook: Text Generation using GPT2 model
Session: Pretrained Transformers model- T5 GPT3 by Mary Adewunmi
Session Notebook: T5 by Mary Adewunmi
Session notebook: GPT3 by Mary Adewunmi
8. Module 7
2
Different types of LLMs and Open Source LLMs
Notebook: Get started with Open Source LLMs
9. Module 8
3
Fine tune Large Language Models
Session: Fine Tuning LLMs by Abhishek Mishra at Intel
Notebook: Fine Tuning LLMs
10. Module 9
4
Transfer Learning and Multimodal models
Session: Multimodal models by Armielyn Obinguar
Notebook: Multimodal Models
Notebook: Transfer learning
11. Module 10
2
Introduction to Langchain
Notebook: Langchain- Ultimate Guide
12. Module 11
2
Evaluation and VectorDB
Notebook: Build ChatBot like ChatGPT on own Data [CSV]
13. Module 12
3
Get started to LLamaIndex
Session: Getting started with LlamaIndex
Notebook: LlamaIndex Quickstart guide
14. Module 13
2
Retrieval Augmented Generation
Session: Retrieval Augmented Generation by Ravi Theja
15. Module 14
3
Session: GenAI Stack End-to-End LLM Framework
Notebook: Chat with Webpage example
Notebook: Get started with GenAI Stack
16. Final Assessment
1
Task- LLM Bootcamp AI Challenge
