September 28, 2024
Support Vector Machines: Understanding the Math Behind SVM
Step-by-step derivations, hinge loss intuition, and kernel tricks with scikit-learn notebooks.
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September 14, 2024
Top 10 ML Algorithms — Intuition, Math, Code, and Use Cases
A curated digest of algorithms every practitioner should master before production deployments.
Explore the guideAugust 30, 2024
Reinforcement Learning with Human Feedback (RLHF)
Collecting preference data, training reward models, and aligning agents with policy constraints.
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Reinforcement learning
Q-learning Tic-Tac-Toe bot and reward-tuning walkthroughs.
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SRGAN super-resolution and OpenCV face detection.
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S&P 500 models and demographic forecasts with ARIMA/LSTM.
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Multilingual T5 summarizer and Wikipedia-trained chatbot.
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