Large Language Models

Welcome to a premier hub for mastering Large Language Models through straightforward yet highly effective video tutorials. In my dedicated weekend free time (based on other factors also), I passionately create captivating and interactive video content that demystifies the complexities of these advanced models. Additionally, comprehensive code examples are provided, empowering you to seamlessly conduct your own experiments and deepen your understanding. 

Content: 

  • Why we need RAG?
  • Working of RAG.
  • Detailed Coding Demonstration of RAG using Llama-3 (Offline LLM System) 
.

Video Link: 

Code Link: 

Content: 

  • Simplest way to construct Knowledge graph using LLM (Llama-3) and RAG (Retrieval Augmented Generation).
  • Display of Knowledge Graph.
  • Complete Coding demo.. 
.

Video Link: 

Code Link: 

Content: 

  • Generating Mermaid Code for a given text using LLM (Llama-3) and RAG.
  • Converting Mermaid Code to Flow Diagram.. 
.

Video Link: 

Code Link: 

Content: 

  • Basics of Graph based RAG Techniques.
  • GraphRAG Introduction. 
.

Video Link: 

Code Link: 

Content: 

  • Easy Offline demonstration of Graph Based RAG using LLM (Llama-3). 
.

Video Link: 

Code Link: 

Content: 

  • Basics of Knowledge Graph based RAG Techniques.
  • System Work-Flow
  • Code-Demonstration 
.

Video Link: 

Code Link: 

Content: 

  • Basics of Knowledge Hyper Graph based RAG Techniques.
  • System Work-Flow
  • Code-Demonstration.

Video Link: 

Code Link: 

Content: 

  • Basics of Knowledge Graph based Zero-Shot LLM-RAG Techniques.
  • System Work-Flow
  • Code-Demonstration. 
.

Video Link: 

Code Link: 

Content: 

  • Basics of Knowledge Graph based One-Shot LLM-RAG Techniques.
  • System Work-Flow
  • Code-Demonstration

Video Link: 

Code Link: 

Content: 

  • Basics and Requirements of Fine-Tuning.
  • System Work-Flow – Fine-Tune Llama-3
  • Code-Demonstration

Video Link: 

Code Link: 

Content: 

  • Basics and Requirements of Fine-Tuning.
  • LORA Step-By-Step

Video Link: 


Content: 

  • LORA Vs QLORA
  • QLORA Explanation

Video Link: 


Content: 

  • Finetuning Strategies.
  • Finetuning Code-Demonstration

Video Link: 

Code Link: 

Content: 

  • DORA Finetuning Step-by-Step
  • Code walkthrough Dora Finetuning

Video Link: 

Code Link: 

Content: 

  • A few easiest process (other than using Llama-3 through Ollama )
  • Code-Demonstration

Video Link: 

Content: 

  • Why Vanilla Transformer Does not Support Long Range Extrapolation.
  • Attention with Linear Biases Algorithm
  • Basics of the Current Approaches.
  • RoFormer Algorithm. 
.

Video Link: