Sitemap - 2025 - Daily Dose of Data Science

Building a 100% local MCP Client

Agent to User Interaction Protocol

Deploy a Qwen 3 Agentic RAG

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

Zero-inflated Regression

Memory Pinning to Accelerate Model Training

Generate Your Own LLM Fine-tuning Dataset

Step-by-step Guide to Fine-tune Qwen3

Build Your Own MCP-powered ChatGPT App

Build an MCP Server in 3 Steps

10 Practical Steps to Improve Agentic Systems

How to Actually Use Train, Validation and Test Set

RBF Kernel Mathematically Explained

[Hands-on] MCP-powered Deep Researcher

Why is Kernel Trick Called a "Trick"?

Knowledge Distillation using Teacher Assistant

Build a Custom MCP Server for Cursor

11 Types of Variables in a Dataset

Implement Planning Agentic Pattern from Scratch

Discriminative vs. Generative Models

Function calling & MCP for LLMs

[Hands-on] A Multi-agent Flight Finder

NumPy Cheat Sheet for Data Scientists

A Visual Guide to Agent2Agent (A2A) Protocol

Implement ReAct Agentic Pattern from Scratch

10 MCP, AI Agents, and RAG projects for AI Engineers

[Hands-on] Build a Multi-agent Brand Monitoring System

25 Most Important Mathematical Definitions in DS

Guardrails for AI Agents

MCP-powered Agentic RAG

Create Evaluation Metrics for Your LLM Apps

AI Agents Crash Course—Part 8 and 9

5 Powerful MCP Servers

MCP-powered RAG Over Complex Docs

[Hands-on] Build Your Reasoning LLM

11 Most Important DS Plots

9 RAG, LLM, and AI Agent Cheat Sheets

AI Agent Crash Course—Part 7

5 Levels of Agentic AI Systems

Build Full-stack Agents with CrewAI & CoAgents

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

Building an MCP Server

20 Most Common Magic Methods

Trace and Monitor Any AI/LLM App

Building a Real-time Voice RAG Agent

How are QQ Plots Created?

How to Fine-tune DeepMind's Gemma 3

Time Complexity of 10 ML Algorithms

AI Agent Crash Course—Part 5 and Part 6

Visual Guide to Model Context Protocol (MCP)

Corrective RAG Agentic Workflow

FireDucks with Seaborn

Build a Reasoning Model Like DeepSeek-R1

[Hands-on] Multimodal RAG Over Complex Webpages

Implementing Knowledge Distillation From Scratch

Your AI Engineering Hub

AI Agent Crash Course—Part 4

12 Powerful Tools For AI Agents

7 Categorical Data Encoding Techniques

[Hands-on] RAG Over Audio Files

Active Learning in ML

Kestra—Build Data Workflows That Don't Break at Scale

AWS Developer Center

Transformer vs. Mixture of Experts in LLMs

AI Agent Crash Course—Part 3

Accelerate tSNE with openTSNE

Accelerate tSNE with GPU

Why Don't We Invoke model.forward() in PyTorch?

5 LLM Fine-tuning Techniques

100% Local Multimodal RAG using Qwen2.5-VL

AI Agent Crash Course—Part 2

ANN-driven KMeans with Faiss

Shuffle Feature Importance

KV Caching in LLMs, Explained Visually.

[Hands-on] Enterprise-grade Agentic RAG with EyeLevel and CrewAI

4 Strategies for Multi-GPU Training

AI Agent Crash Course—Part 1

4 Ways to Run LLMs Locally

FireDucks vs. cuDF

Open-source Python Development Landscape

Test AI Agents at Scale With Maxim

[Hands-on] Agentic RAG Using DeepSeek-R1

Postman AI Agent Builder

4 Ways to Test ML Models in Production

16 Techniques to Build Real-world RAG Systems

7 Uses of Underscore in Python

100% Local Multimodal RAG using DeepSeek's Janus

Pandas Mind Map

Label Smoothing for Regularization

Implementing DoRA (an Improved LoRA) from Scratch​

KMeans vs. Gaussian Mixture Models

[Hands-on] Multi-agent YouTube Video Analyst

5 Agentic AI Design Patterns

Build Human-like Memory for Your AI Agents

[Hands-on] 100% Local RAG using DeepSeek

A Technique to Understand TP, TN, FP and FN

Evaluation and Observability for LLM Apps

[Hands-on] RAG Over GitHub Repos

Robustify Linear Regression

Where Did the GPU Memory Go?

PCA vs. t-SNE

Traditional vs. Graph RAG

Loss Function of 16 ML Algos

Ragie Connect: Build RAG Apps Over Users' Data

Descriptors in Python

A crash course on RAG systems—Part 9

Building the Fastest RAG Stack using SambaNova

Our Two Agentic Apps Built with CrewAI

[Hands-on] RAG on Docs Using ModernBERT

A crash course on RAG systems—Part 8

FireDucks vs. Pandas vs. DuckDB vs. Polars

Clustering Evaluation Without Labels