Avi Chawla

LLMs

Supervised & Reinforcement Fine-tuning in LLMs

...covered with implementation

Apr 3

AI Agents Course

A Practical Deep Dive Into Memory for Agentic Systems (Part A)

AI Agents Crash Course—Part 8 (with implementation).

Mar 30

LLMs

5 Levels of Agentic AI Systems

...explained visually.

Mar 28

MCP

[Hands-on] Building an MCP Server

(100% locally)

Mar 26

AI Agents Course

A Practical Deep Dive Into Knowledge for Agentic Systems

AI Agents Crash Course—Part 7 (with implementation).

Mar 23

LLMs

Building a Real-time Voice RAG Agent

..explained with step-by-step code.

Mar 22

LLMs

Time Complexity of 10 ML Algorithms

(training and inference)...in a single frame.

Mar 18

AI Agents Course

Advanced Techniques to Build Robust Agentic Systems (Part B)

AI Agents Crash Course—Part 6 (with implementation).

Mar 16

LLMs

Corrective RAG Agentic Workflow​

...explained visually and implemented.

Mar 15

LLMs

Visual Guide to Model Context Protocol (MCP)

...and understanding API vs. MCP.

Mar 15

LLMs

[Hands-on] Multimodal RAG using DeepSeek's Janus

100% Local.

Mar 14

Pandas

FireDucks with Seaborn

Speed + Seamless third-party integration.

Mar 13

LLMs

Build a Reasoning Model Like DeepSeek-R1

100% locally.

Mar 12

AI Agents Course

Advanced Techniques to Build Robust Agentic Systems (Part A)

AI Agents Crash Course—Part 5 (with implementation).

Mar 9

LLMs

[Hands-on] RAG over audio files

...using AssemblyAI and DeepSeek-R1

Mar 4

LLMs

Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning

Four critical model training paradigms that you MUST know for real-world ML modelling.

Mar 3

AI Agents Course

Building Flows in Agentic Systems (Part B)

AI Agents Crash Course—Part 4 (with implementation).

Mar 2

LLMs

Transformer vs. Mixture of Experts in LLMs

A popular interview question.

Feb 27

AI Agents Course

Building Flows in Agentic Systems (Part A)

AI Agents Crash Course—Part 3 (with implementation).

Feb 23

LLMs

5 LLM Fine-tuning Techniques

...explained visually

Feb 20

AI Agents Course

Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part B)

AI Agents Crash Course—Part 2 (with implementation).

Feb 16

LLMs

KV Caching in LLMs, explained visually

A popular interview question.

Feb 14

LLMs

4 Strategies for Multi-GPU Training

...explained visually.

Feb 12

Python

​Open-source Python Development Landscape

30 must-know tools for Python development.

Feb 10

LLMs

4 Ways to Run LLMs Locally

Llama-3, DeepSeek, Phi, and many many more.

Feb 10

AI Agents Course

Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part A)

AI Agents Crash Course—Part 1 (with implementation).

Feb 9

RAG Systems Course

16 Techniques to Supercharge and Build Real-world RAG Systems (Part 2)

A comprehensive guide with practical tips on building robust RAG solutions.

Feb 2

Pandas

Pandas Mind Map

The ultimate mind map to master Pandas.

Jan 29

RAG Systems Course

16 Techniques to Supercharge and Build Real-world RAG Systems (Part 1)

A comprehensive guide with practical tips on building robust RAG solutions.

Jan 26

LLMs

5 Agentic AI design patterns

...explained visually.

Jan 24