ML Fundamentals

In this post, you will learn how to secure reserved GPU capacity for short-term workloads using Amazon Elastic Compute Cloud (Amazon EC2) Capacity Blocks for ML

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

How a 2026 Mathematical Finance paper on supply shocks and sector resilience becomes a fully functional MetaTrader 5 Expert Advisor — with… Continue reading on

Backpropagation isn’t just “error going backward.” It explains why your neural network learns, stalls, or becomes unstable. Continue reading on Medium »

DFS, BFS, heuristics, A* — these aren’t separate algorithms. They’re one system most people learn in the wrong order. Continue reading on Medium »

Deep learning is one of the fastest-growing technologies today. It is used in things like voice assistants, recommendation systems, and… Continue reading on Med

arXiv:2605.04100v1 Announce Type: new Abstract: Off-policy temporal-difference (TD) learning with function approximation faces a structural tradeoff among stabi

arXiv:2605.04711v1 Announce Type: new Abstract: Optimizer states occupy massive GPU memory in large-scale model training. However, gradients in different networ

arXiv:2605.04979v1 Announce Type: new Abstract: A Tree Markov Decision Problem (T-MDP) is a finite-horizon MDP with a starting state $s_{1}$, in which every sta

After understanding the basics of strings, today I focused on actually working with them. Continue reading on Medium »

Time series data contains temporal dimension which having time frame. Finding the anomalies is bit different for a regular data. So I… Continue reading on Mediu

Take a model from notebook to live URL in one afternoon Continue reading on Medium »

Take a model from notebook to live URL in one afternoon Continue reading on Medium »

If you live in Phoenix, you already know the dread of opening your SRP bill in August. The air conditioning runs around the clock, and if… Continue reading on M

I recently started learning Machine Learning. Before this, I heard a lot about AI, but I never really understood what was happening… Continue reading on Medium

Generative Simulation Benchmarking for deep-sea exploration habitat design during mission-critical recovery windows Introduction: My Journey into the Abyss of

A Pattern That Shouldn’t Exist Continue reading on Medium »

Most of what we call AI runs the same arrow forward. The most interesting questions tend to come from running it the other way. Continue reading on Medium »

From button mashing in games to exploring financial markets with Python RL, one mistake at a time Continue reading on Medium »

From button mashing in games to exploring financial markets with Python RL, one mistake at a time Continue reading on Medium »

Building an open-source ML backdoor detection framework.

Understanding the operational gap between machine learning experimentation and production-scale AI systems. Continue reading on Medium »

Pinch yourself. There is a signal delay between when you do and when you feel pain. Continue reading on Medium »

Day 3 of the Short Series: Signal Processing Tools for Time Series Continue reading on Medium »

Day 3 of the Short Series: Signal Processing Tools for Time Series Continue reading on Medium »

Day 3 of the Short Series: Signal Processing Tools for Time Series Continue reading on Medium »

Pendekatan Probabilistik Continue reading on Medium »

Every student stepping into programming faces one confusing question: Which language should I learn first? With so many options available… Continue reading on M

A practical, no-jargon guide to every major ML algorithm — supervised, unsupervised, and reinforcement learning explained with real code… Continue reading on Me

Every developer in the Fintech space knows the pain of dealing with bank statements. Whether it's a blurry photo, a password-protected PDF, or a unique layout f

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...

In the multi‑accelerator era, large model performance depends not only on compute‑heavy operators but also on ubiquitous Element‑wise and… Continue reading on M

In the multi‑accelerator era, large model performance depends not only on compute‑heavy operators but also on ubiquitous Element‑wise and… Continue reading on M

Automation Made Practical Continue reading on Stackademic »

Automation Made Practical Continue reading on Stackademic »

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...

Need a final-year project that looks advanced, is easy to explain in viva, and has a working demo? A Stock Price Prediction System is one… Continue reading on M

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

Computers don’t understand text the way humans do. Instead, they rely on binary code — a system made up of only two digits: 0 and 1. Continue reading on Medium

The Invisible Heartbeat of Washington, D.C. Continue reading on Medium »

Welcome to another post in my ongoing machine learning adventure. This blog is part of a series where I’m diving into the world of ML —… Continue reading on Med

Welcome to another post in my ongoing machine learning adventure. This blog is part of a series where I’m diving into the world of ML —… Continue reading on Med

A model is training. The code runs fine. The data looks good. The architecture is solid. Continue reading on Medium »

A normal recurrent neural network is pretty easy to describe. Continue reading on Medium »

Building a molecular binding affinity prediction pipeline with Graph Attention Networks, MC Dropout uncertainty quantification, and… Continue reading on Medium

Building a molecular binding affinity prediction pipeline with Graph Attention Networks, MC Dropout uncertainty quantification, and… Continue reading on Medium