Forem

Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

Posts

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How I Built a Self-Correcting Multi-Agent System for Healthcare - and Why Standard ML Metrics Failed Me
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How I Built a Self-Correcting Multi-Agent System for Healthcare - and Why Standard ML Metrics Failed Me

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9 min read
I built a CLI data quality tool that goes beyond schema checks - here's what I learned
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I built a CLI data quality tool that goes beyond schema checks - here's what I learned

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2 min read
Jensen Huang Says We’ve Achieved AGI. His Own Argument Proves We Haven’t.

Jensen Huang Says We’ve Achieved AGI. His Own Argument Proves We Haven’t.

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6 min read
Why I Built a 3,200-Line Python Pipeline to Generate Synthetic Financial Data From Math -- Not AI

Why I Built a 3,200-Line Python Pipeline to Generate Synthetic Financial Data From Math -- Not AI

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5 min read
Confusion Matrix, Precision, Recall, and F1: A Practical Medical Screening Guide
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Confusion Matrix, Precision, Recall, and F1: A Practical Medical Screening Guide

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3 min read
Part 1: What We Built - A Tiny AI System for Support Ticket Classification
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Part 1: What We Built - A Tiny AI System for Support Ticket Classification

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5 min read
Understanding Diffusion Models: How AI Learns to Generate Images From Noise

Understanding Diffusion Models: How AI Learns to Generate Images From Noise

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4 min read
Naive Bayes Explained: A 20-Patient Flu Diagnosis Example (with Math Derivation)
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Naive Bayes Explained: A 20-Patient Flu Diagnosis Example (with Math Derivation)

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3 min read
AI-Based Medicinal Plant Leaf Analysis System
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AI-Based Medicinal Plant Leaf Analysis System

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2 min read
We replaced RAG with a virtual filesystem for our AI documentation assistant
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We replaced RAG with a virtual filesystem for our AI documentation assistant

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5 min read
How Stablecoins Get Listed on Exchanges (It’s Not Just “Add USDT”)
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How Stablecoins Get Listed on Exchanges (It’s Not Just “Add USDT”)

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2 min read
Layered Context Routing for Campus Operations: A Facilities Intake PoC
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Layered Context Routing for Campus Operations: A Facilities Intake PoC

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19 min read
Beyond the Hype: A Practical Guide to AI-Augmented Development

Beyond the Hype: A Practical Guide to AI-Augmented Development

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5 min read
How to Connect Your First MCP Server to an AI Agent (Without Breaking Anything in Production)
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How to Connect Your First MCP Server to an AI Agent (Without Breaking Anything in Production)

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5 min read
The Inference Cost Crisis Is Broken — So I'm Building My Own Fix
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The Inference Cost Crisis Is Broken — So I'm Building My Own Fix

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2 min read
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