LLMs
Deploy a Qwen 3 Agentic RAG
Step-by-step code walkthrough.
Avi Chawla
410 posts published
LLMs
[Hands-on] Build an AI Agent With Human-like Memory
100% local, using open-source Graphiti.
![[Hands-on] Build an AI Agent With Human-like Memory](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/05/zep-memory-visual.gif)
AI Agents Course
10 Practical Steps to Improve Agentic Systems (Part A)
AI Agents Crash Course—Part 13 (with implementation).
AI Agents Course
Implementing Multi-agent Agentic Pattern From Scratch
AI Agents Crash Course—Part 12 (with implementation).
Machine Learning
Discriminative vs. Generative Models
a popular interview question.
AI Agents Course
Implementing Planning Agentic Pattern From Scratch
AI Agents Crash Course—Part 11 (with implementation).
LLMs
Function calling & MCP for LLMs
...explained visually and with code.
LLMs
A Visual Guide to Agent2Agent (A2A) Protocol
(it does not compete with MCPs).
AI Agents Course
Implementing ReAct Agentic Pattern From Scratch
AI Agents Crash Course—Part 10 (with implementation).
LLMs
[Hands-on] Build a Multi-agent Brand Monitoring System
Scrape LinkedIn + X + YouTube + Web + Instagram hassle-free.
![[Hands-on] Build a Multi-agent Brand Monitoring System](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/05/brand-monitoring-animation.gif)
11 Most Important DS Plots
...explained in a single frame.
AI Agents Course
A Practical Deep Dive Into Memory for Agentic Systems (Part B)
AI Agents Crash Course—Part 9 (with implementation).
LLMs
5 Powerful MCP Servers
...to give superpowers to your AI Agents.
LLMs
[Hands-on] Build Your Reasoning LLM
100% local.
![[Hands-on] Build Your Reasoning LLM](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/06/sft-rft.gif)
LLMs
Supervised & Reinforcement Fine-tuning in LLMs
...covered with implementation
AI Agents Course
A Practical Deep Dive Into Memory for Agentic Systems (Part A)
AI Agents Crash Course—Part 8 (with implementation).
LLMs
5 Levels of Agentic AI Systems
...explained visually.
MCP
[Hands-on] Building an MCP Server
(100% locally)
![[Hands-on] Building an MCP Server](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/04/mcp-main.gif)
AI Agents Course
A Practical Deep Dive Into Knowledge for Agentic Systems
AI Agents Crash Course—Part 7 (with implementation).
LLMs
Building a Real-time Voice RAG Agent
..explained with step-by-step code.
LLMs
Time Complexity of 10 ML Algorithms
(training and inference)...in a single frame.
AI Agents Course
Advanced Techniques to Build Robust Agentic Systems (Part B)
AI Agents Crash Course—Part 6 (with implementation).
LLMs
Corrective RAG Agentic Workflow
...explained visually and implemented.
LLMs
Visual Guide to Model Context Protocol (MCP)
...and understanding API vs. MCP.
LLMs
[Hands-on] Multimodal RAG using DeepSeek's Janus
100% Local.
![[Hands-on] Multimodal RAG using DeepSeek's Janus](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/04/cbecc094-09f7-4b4d-a729-bafdb6e60ab1_680x457.webp)
Pandas
FireDucks with Seaborn
Speed + Seamless third-party integration.
LLMs
Build a Reasoning Model Like DeepSeek-R1
100% locally.
AI Agents Course
Advanced Techniques to Build Robust Agentic Systems (Part A)
AI Agents Crash Course—Part 5 (with implementation).
LLMs
[Hands-on] RAG over audio files
...using AssemblyAI and DeepSeek-R1
![[Hands-on] RAG over audio files](https://storage.ghost.io/c/3f/df/3fdf6ed2-17ac-4b12-a693-8078bd13e748/content/images/size/w400/2025/04/assembly-audio-rag.gif)
LLMs
Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning
Four critical model training paradigms that you MUST know for real-world ML modelling.
