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The Ethics of Innovation: My Personal Struggle with Bias in the Algorithms I Built

AI & Machine Learning

The Ethics of Innovation: My Personal Struggle with Bias in the Algorithms I Built

A deep, personal exploration of the moral weight of AI development. From identifying 'Phantom Proxies' to standing up against profit-driven …

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8 months, 1 week ago • 5 min read

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Machine Learning

MLOps for Scale: Building a Production-Grade Pipeline for 100 Million Users

This technical deep-dive outlines the architecture and operational strategies required to manage machine learning at the "Giga-scale." For a platform …

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8 months, 1 week ago • 3 min read

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Data Science

From Statistics to Strategy: How I Used Data to Solve a Real-World Business Crisis

When a tech firm faced a 40% drop in renewals, I didn't reach for a complex AI model first. I …

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8 months, 1 week ago • 5 min read

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AI & Machine Learning

Data Cleaning: The 80% of Data Science Nobody Talks About

They tell you about the AI models, but they don't tell you about the weeks spent fixing broken dates and …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

The Art of the 'Aha!' Moment: Telling Stories with Data That Stick

Why do some charts change minds while others just cause eye-strain? I spent years drowning in dashboards before I learned …

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8 months, 2 weeks ago • 3 min read

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AI & Machine Learning

Computer Vision in the Wild: How I Built a Model to Identify Plants in My Garden

Tired of plants dying? I spent a month building a computer vision model from scratch to identify my garden's inhabitants. …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

The Geometry of Learning: How I Visualized Math to Finally Understand Gradient Descent

Calculus used to feel like a wall until I stopped looking at equations and started looking at mountains. This is …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

Deep Learning for My Grandma: A Story-Driven Guide to Neural Networks

AI doesn't have to be intimidating. I spent a weekend explaining Deep Learning to my grandmother using nothing but kitchen …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

When Agents Go Rogue: My Survival Guide to Infinite Loops and AI Kill-Switches

I watched my AI agents spend $50 in 20 minutes while arguing in an infinite loop. This is the story …

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8 months, 2 weeks ago • 3 min read

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AI & Machine Learning

The Multi-Agent Symphony: Why One AI is Never Enough for Complex Workflows

I tried making one AI do everything, and it failed. Then I built a "symphony" of specialized agents—a researcher, a …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

Open Source vs. Big Tech: My Experience Running Llama 3 Locally vs. Using GPT-4

I wanted an AI I could truly own—no monthly fees, no data leaving my desk, and no "corporate filters." This …

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8 months, 2 weeks ago • 4 min read

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AI & Machine Learning

Beyond the Prompt: My Lessons from the Trenches of Prompt Engineering

I thought prompt engineering was just about asking nicely. I was wrong. After months of failed outputs and "AI tantrums," …

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8 months, 2 weeks ago • 4 min read

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