Avi Chawla - Daily Dose of Data Science (Page 2)

The Full MCP Blueprint: Background, Foundations, Architecture, and Practical Usage (Part A)

Agents May 25, 2025 • 19 min read

The Full MCP Blueprint: Background, Foundations, Architecture, and Practical Usage (Part A)

Model context protocol crash course—Part 1.

Avi Chawla, Akshay Pachaar

3 Techniques to Train An LLM Using Another LLM

LLMs May 20, 2025 • 3 min read

3 Techniques to Train An LLM Using Another LLM

Techniques used in DeepSeek, Llama 4, and Gemma.

Implementing LLaMA 4 from Scratch

LLMs May 18, 2025 • 35 min read

Implementing LLaMA 4 from Scratch

A from-scratch implementation of Llama 4 LLM, a mixture-of-experts model, using PyTorch code.

Avi Chawla, Akshay Pachaar

[Hands-on] MCP-powered Synthetic Data Generator

MCP May 16, 2025 • 4 min read

[Hands-on] MCP-powered Synthetic Data Generator

Generate realistic data using existing data (100% local).

Building a 100% local MCP Client

LLMs May 14, 2025 • 4 min read

Building a 100% local MCP Client

...with complete code walkthrough and explanation.

10 Practical Steps to Improve Agentic Systems (Part B)

Agents May 11, 2025 • 21 min read

10 Practical Steps to Improve Agentic Systems (Part B)

AI Agents Crash Course—Part 14 (with implementation).

Avi Chawla, Akshay Pachaar

Deploy a Qwen 3 Agentic RAG

LLMs May 11, 2025 • 4 min read

Deploy a Qwen 3 Agentic RAG

Step-by-step code walkthrough.

[Hands-on] Build an AI Agent With Human-like Memory

LLMs May 8, 2025 • 4 min read

[Hands-on] Build an AI Agent With Human-like Memory

100% local, using open-source Graphiti.

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