ML Fundamentals

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...

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

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....

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:...

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

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

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

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

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

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...

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

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

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

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

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

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

Building an open-source ML backdoor detection framework.

How I built an invoice extraction API that works on any PDF layout I kept running into the...

Robot Playing Piano by Franck V on Unsplash: https://unsplash.com/photos/U3sOwViXhkY Machine Learning...

Common Pitfalls in AI-Powered Predictive Analytics and How to Avoid Them As the e-commerce...

Step-by-Step Guide to Implementing AI-Powered Predictive Analytics Implementing AI-Powered...

In the last post, you predicted house prices using one feature. One number in, one number out. Real...

As developers, we are always looking for interesting datasets to test our machine learning skills....

🌿 Introduction Agriculture plays a vital role in our daily life. Farmers often face...

LeetCode 74: Search a 2D Matrix - Conquer the Grid with Binary Search! Hey fellow coders...

Training a model is easy. Getting 85–90% accuracy in a notebook? Also doable. But getting that model...

Unsupervised machine learning is a branch of machine learning where models are trained on data...

Why your tests might be lying to you and how to catch them I've seen projects with 90%...

From regex to AI extraction — the complete guide to parsing documents programmatically. Methods, tools, and code examples.

Run several attention heads in parallel on embedding slices, add a two-layer MLP for per-position computation, and assemble a transformer block.

Why Fully Automated Extraction Fails Every document extraction project starts with the...

Predicting Telecom Customer Churn with scikit-learn, Keras, and Amazon SageMaker Every...

Python has been popular for many years, but in 2026, its value for beginners is even...

For years, progress in artificial intelligence was closely tied to scaling laws, where increasing...

After 14 months of benchmarking 42 production Laravel 11 monoliths, we found that migrating to...

Introduction Modern web applications live on the open internet, which means they’re constantly...

Introduction Imagine you're running a cloud storage platform that serves thousands of...

I built a Python daemon that watches incoming HTTP traffic in real time, learns what "normal" looks...

Team Members @k_sidharthareddy_15 | @k-deepak-544 | @nupur_madhrey_07 | @avika_kashyap |...

When Waiting Becomes the Problem You are sitting in a restaurant, watching the kitchen...

The best model is rarely the right model. And chasing it is one of the biggest mistakes in...

Textbook: Self-Study Java (by Shin Yong-kwon) Sections: Chapter 04 Sec 01, Sec 02, Chapter Review...