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⚡ AI Lessons

Dev.to · syamaner
📐 ML Fundamentals
⚡ AI Lesson
2mo ago
Part 4: Edge Deployment of an 86M Parameter Audio Transformer
Post 3 ended with three numbers: 97.4% test accuracy, 100% precision, 0 false positives. All of it...

Dev.to · syamaner
📐 ML Fundamentals
⚡ AI Lesson
2mo ago
Part 3: The Science - Hyperparameter Tuning & Getting to 100% Precision with Warp/Oz
Part 2 ended with a dataset: 973 annotated 10-second chunks from 15 roasting sessions,...

Dev.to · syamaner
2mo ago
Part 1: The Architecture & The Agent - Spec-Driven ML Development With Warp/Oz
Last year I built a prototype coffee first crack detector and wrote about it in a 3-part series. The...

Dev.to · syamaner
🤖 AI Agents & Automation
8mo ago
Part 1: Training a Neural Network to Detect Coffee First Crack from Audio - An Agentic Development Journey with Warp Agent
When it comes to coffee, everyone has their preferences. I usually prefer smooth, naturally sweet...
DeepCamp AI