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Write for Towards Data Science

Write for Towards Data Science

by Dr. Owns | Feb 27, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Quick Links: Submission Guidelines How To Submit Your Work How to get your article ready for publication! Adding and using images Longform posts, columns, and online books FAQ Why become a contributor? We are looking for writers to propose up-to-date content focused...
Debugging the Dreaded NaN

Debugging the Dreaded NaN

by Dr. Owns | Feb 27, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

You are training your latest AI model, anxiously watching as the loss steadily decreases when suddenly — boom! Your logs are flooded with NaNs (Not a Number) — your model is irreparably corrupted and you’re left staring at your screen in despair. To make matters...
How LLMs Work: Reinforcement Learning, RLHF, DeepSeek R1, OpenAI o1, AlphaGo

How LLMs Work: Reinforcement Learning, RLHF, DeepSeek R1, OpenAI o1, AlphaGo

by Dr. Owns | Feb 27, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Welcome to part 2 of my LLM deep dive. If you’ve not read Part 1, I highly encourage you to check it out first.  Previously, we covered the first two major stages of training an LLM: Pre-training — Learning from massive datasets to form a base model. Supervised...
The Dangers of Deceptive Data–Confusing Charts and Misleading Headlines

The Dangers of Deceptive Data–Confusing Charts and Misleading Headlines

by Dr. Owns | Feb 26, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

“You don’t have to be an expert to deceive someone, though you might need some expertise to reliably recognize when you are being deceived.” When my co-instructor and I start our quarterly lesson on deceptive visualizations for the data visualization course we teach...
Nine Rules for SIMD Acceleration of Your Rust Code (Part 1)

Nine Rules for SIMD Acceleration of Your Rust Code (Part 1)

by Dr. Owns | Feb 26, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Thanks to Ben Lichtman (B3NNY) at the Seattle Rust Meetup for pointing me in the right direction on SIMD. SIMD (Single Instruction, Multiple Data) operations have been a feature of Intel/AMD and ARM CPUs since the early 2000s. These operations enable you to, for...
LLaDA: The Diffusion Model That Could Redefine Language Generation

LLaDA: The Diffusion Model That Could Redefine Language Generation

by Dr. Owns | Feb 26, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction What if we could make language models think more like humans? Instead of writing one word at a time, what if they could sketch out their thoughts first, and gradually refine them? This is exactly what Large Language Diffusion Models (LLaDA) introduces: a...
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