ML Fundamentals

Every time I mention that my secrets detector uses a Random Forest classifier, someone asks the same...

23 proyectos empezados. Cero terminados. No fue falta de talento ni de tiempo. Fue algo más difícil de aceptar: estaba programando por la dopamina, no por el re

Master 5 critical Python skills for Data Science. Learn to handle lists, file I/O, path manipulation, sets, and JSON/YAML formats through hands-on interactive l

In the previous post, I showed you two models answering the same question. One hallucinated...

The Model Context Protocol went from ~2M monthly SDK downloads at launch in November 2024 to...

My SVM decision boundary looked perfect until I forgot to scale one feature. Here's a visual explanation of why standardization matters for classification.

Some wins take time. Over the past year, I’ve walked out of innovation halls with more lessons than...

📌 Le Contexte : Transformer la donnée en décision Dans le secteur industriel, chaque minute d'arrêt...

Six months ago I decided to see if I could stop paying for AI APIs entirely. Not "reduce costs." Not...

ARC Turbo OS is a deterministic execution runtime that normalizes tasks into canonical problem graphs, reuses resolved subgraphs, preserves branch lineage, and

A fast, lightweight PaddleOCR SDK that runs in every JavaScript runtime. Built on PP-OCRv5 and ONNX Runtime, with WebGPU acceleration, INT8 quantization, and 40

Being as new to this world as I am, I want to know how other people started out in computer sciences...

AI-based systems, especially pipelines running in production, constantly carry the risk of errors. I...

Happy Thursday 👋 and a warm welcome to Tech Talks Weekly #104! It's been a big week for the Java...

Lodash adds about 70KB minified, ES2026 covers most utility uses with zero...

Building a Self-Hosted Search Engine for Under €30/Month You don't need Google's...

The pattern that wastes days You need a capability — web scraping, image processing, ML...

Originally published on Medium — canonical source A kiln shell hot spot that goes undetected long...

I'm not going to pretend I had a clean, structured path into machine learning. I didn't. Like a lot...

If you run a Model Context Protocol (MCP) server in production, you've probably noticed that "MCP security" doesn't mean one thing. It means at least four thing

The pattern I keep seeing on teams chasing AI cost reductions: someone swaps a workload from GPT-4o...

You've tried three different algorithms. None of them break 78% accuracy. You add dropout, tune...

Most developers deploy servers. Few think about what happens when someone tries to take them...

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 After some basic benchamarking -...

7 Python Libraries You're Not Using But Should Be in 2025 Python's ecosystem grows every...

I've written an article here,originally published on Stackademic. If you work with data pipelines...

I have recently entered 12th grade, and I've been obsessed with exoplanets for a while now. Not in a...

Step‑by‑step guide to train a custom YOLOv8 model, containerize it with Docker, and serve low‑latency predictions via FastAPI

Level up your data skills with 4 hands-on NumPy labs. Learn to shape arrays, perform complex math, and build a K-Nearest Neighbors regression algorithm from scr

When AI agents write SQL, they usually write something that works. The problem is "works" is a low...

Predictive maintenance is one of the highest-impact applications of data science in industry — and...

dbt's 2026 State of Analytics Engineering found that 72% of data teams prioritize AI-assisted coding, but only 24% prioritize AI-assisted pipeline management. T

You have 100 features. Most of them are correlated. Training is slow. Visualization is impossible....

A TinyML audio-classification workflow that trains in Python, exports to C and runs directly inside bare-metal firmware.

I’ve been running version 8.04 of my Python-based crypto trading bot live for about a month. Instead...

Amershi et al. (2019) studied AI development workflows at Microsoft and reported a now-famous number:...

Writing clean Python code is essential for maintainability and team collaboration. I recently...

Problem Project Euler Problem #001 asks us to find the sum of all natural numbers below...

Se és alguém que estuda constantemente, consumindo artigos, posts, vídeos e cursos ligados à...

While learning Python, I came across three things that look very similar at...

The one-line definition: a function that calls itself until it hits a stopping condition. That's...

Genre-based book recommendations are broken. Someone who loves "The Great Gatsby" and "Norwegian...

If you strip machine learning of all the complex terminology and buzzwords, you almost always end up...

ost secrets scanners work the same way. They maintain a list of regex patterns — one for AWS access...

One could say in the first quarter-century of my life, that while I was always fascinated by programming, I could never overcome the guilt of not really knowing

A novel approach to weight initialization that lets you track exactly which parameters changed during training, enabling 60-70% safe pruning with zero quality l

Three Detection Paradigms. One Dataset. One Result. For the last 147 days I’ve been...

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