AI Agents Course
A Practical Deep Dive Into Memory for Agentic Systems (Part B)
AI Agents Crash Course—Part 9 (with implementation).
LLMs
A collection of 89 posts
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)
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.
AI Agents Course
Building Flows in Agentic Systems (Part B)
AI Agents Crash Course—Part 4 (with implementation).
LLMs
Transformer vs. Mixture of Experts in LLMs
A popular interview question.
AI Agents Course
Building Flows in Agentic Systems (Part A)
AI Agents Crash Course—Part 3 (with implementation).
LLMs
5 LLM Fine-tuning Techniques
...explained visually
AI Agents Course
Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part B)
AI Agents Crash Course—Part 2 (with implementation).
LLMs
KV Caching in LLMs, explained visually
A popular interview question.
LLMs
4 Strategies for Multi-GPU Training
...explained visually.
LLMs
4 Ways to Run LLMs Locally
Llama-3, DeepSeek, Phi, and many many more.
AI Agents Course
Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part A)
AI Agents Crash Course—Part 1 (with implementation).
LLMs
5 Agentic AI design patterns
...explained visually.
LLMs
RAG vs Graph RAG
...explained visually.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 9 (With Implementation)
A deep dive into ColPali for building vision-driven RAG systems (with implementation).
