ML Fundamentals

A few weeks ago I published Chapter 1 of my hands-on AI tutorial series, focused on Regression....

A hands-on comparison of performance, flexibility, and developer experience using CIFAR-10 A few...

Last post you saw that accuracy can be 95% while your model catches zero fraud. Precision and recall...

An MCP tool schema is not just documentation. It is part of the model’s operating environment. The...

The Problem The MCP ecosystem is growing fast. Anthropic, Microsoft, Google, AWS, and...

I run case-sim.com, a free CS2 case opening simulator. As of this week the global counter ticked past...

Predecir quién gana un partido de tenis. Demostrar que el aceite de oliva de alta montaña es...

Recursion is one of those ideas developers learn early and trust for years. If the recursive step is...

How we almost wrote off 3 models as broken — the thinking-mode tax By Vilius Vystartas |...

A step-by-step walkthrough from Docker image to a live, serverless ML application running in the...

You've solved 200 problems. Mediums you've already seen take fifteen minutes. The next one you...

What changes when a TinyML demo becomes a product: data quality, quantization, memory, latency, OTA, monitoring and lifecycle.

You ever start watching an anime or a series on episode 12 and just sit there wondering wtf is going...

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built I built Auto-Dictate...

Deep learning architectures are not random model names. DNN, CNN, RNN, and Transformer each appeared...

Every other algorithm we've covered so far actually learns something during training. It builds a...

Most classification algorithms find a boundary that separates classes. SVM finds the boundary that is...

When I first started using pandas for data analysis, I started using loops. However, loops are time...

If you've spent any time on Kaggle, you've seen XGBoost win. Over and over. Structured data...

The Problem When your GPU's KV cache fills up, inference engines evict blocks and discard...

The idea is simple: Upload a .csv file → the app automatically: ✅ detects the ML problem type ✅...

For engineering teams building document ingestion pipelines across fintech, SaaS, and ecommerce...

How I explored INT8 quantization, biological graphs, and CPU-only inference using PyTorch...

I built a small Proof-of-Work cryptocurrency called Sparrow (SPW) as a long-running side project....

Hello, I'm Ganesh. I'm building git-lrc, an AI code reviewer that runs on every commit. It is free,...

In Week 11, Tenacious-Bench reported: Delta A = -2.34 pts, 95% CI [-11.09, +6.20], p = 0.71 (not...

AcousticBrainz shut down in February 2022 but published the entire 7.5M-track dataset before going dark. What you actually lost, what's still usable from the du

Repo under interrogation: Heban-7/Data-Contract-Enforcer Files in scope: report_final_pdf_ready.md,...

The complete setup, configuration & orchestration guide for Model Context Protocol - stop running 100 broken processes, start running 10 powerful ones

Python is one of the most popular programming language in the world. Created by Guido Van Rossum in...

Why AI in Medical Imaging Depends on High-Quality Data Pipelines In today’s world, AI is...

If you look at my GitHub, it looks like a graveyard of "next big things." I have over 20 private...

🤔 Questions Only Developers Will Lose Sleep Over (And Secretly Love Answering) By a Developer, For...

Earlier in this series, I wrote about why bio/medical AI repositories need more than benchmarks,...

Introduction When I started learning Generative AI, one of the first things I came across was...

You saw in the last post that decision trees overfit easily. Change a few training examples and the...

Understanding Text to Binary Conversion (With Examples) If you're learning programming or...

TL;DR Since version 23.0.0, Manticore can make searches like xt850 match xt 850 using...

At the end of Round 1, we promised a rematch. More models. Fixed settings. Harder questions about...

You've played 20 questions before. You think of something. Someone asks yes/no questions to figure...

Use Celery with Redis to validate thumbnails, detect content language for multilingual regions inclu

How We Refactored 100k LOC of Python 3.15 to Rust 1.86 and Cut CPU Usage by 55% at a Fintech...

🧠 I Stopped Thinking in Machine Learning Models and Started Thinking in Systems (Here’s Why) And it...

If you've ever trained a beautiful model in a Jupyter notebook, watched the metrics shine, and then...

A couple of months ago I shipped ForgePoint Signal — a regulatory monitoring MCP server with x402...

"What's the best model?" used to be a meaningful question. Today it has the wrong shape. The useful...

I built a World Cup 2026 bracket predictor for the new 48-team format The 2026 FIFA World...

How we stopped reacting to broken pipelines and started predicting failures before they hit production — lessons from two years of building at enterprise scale