AI
On-Policy Self-Distillation: A New Approach to Continual Learning
On-policy self-distillation (OPSD) offers a promising solution to catastrophic forgetting in post-training. This article explores the SDFT framework and its imp
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Data Science
AI Harms and Their Technical Causes: A Product Liability Primer
Character.AI's legal troubles illustrate how engineering decisions create real-world liability. Here's what AI practitioners need to understand.
Tools
Conformal Prediction: Building Reliable ML Models with Uncertainty Intervals
Conformal prediction adds uncertainty intervals to ML predictions. Learn how to apply it step-by-step using Python and the UCI Online Shoppers dataset.
Machine Learning
How Many EEG Channels Do You Actually Need for Classification?
Reducing EEG channels from 19 to 8 costs less than 2% in cross-participant accuracy. Stable channel rankings don't guarantee better generalization.
Tools
5 Best Resources to Learn About World Models in 2026
World models are a fast-growing AI research area. These five resources take you from RL fundamentals to modern architectures like Dreamer and Genie.
Machine Learning
How Many Guesses Does It Take to Crack an AI's Random Number?
Language models aren't random. This analysis uses logits to measure exactly how guessable an AI's "random" number pick really is.
Tools
Feature Election: Federated Feature Selection Without Sharing Data
Feature Election lets federated learning sites vote on which features to keep using local selectors, without sharing any raw data rows.
Data Science
Few-Shot Text Classification with Scikit-LLM
Scikit-LLM bridges LLMs and scikit-learn for few-shot text classification. Classify new text accurately with just a handful of labeled examples.
AI
ChatGPT vs. Claude vs. Gemini for Data Science Work
A hands-on comparison of ChatGPT, Claude, and Gemini across data science tasks including EDA, code generation, and statistical reasoning.
Data Science
Building a Human-in-the-Loop AI Refund Agent with LangGraph
Learn how to build a LangGraph refund agent that pauses for human approval before executing financial actions using interrupt() checkpoints.
AI
EmbeddingGemma 2: Multimodal Embeddings Across Text, Code, and Media
EmbeddingGemma 2 unifies text, code, images, video, and audio in one shared embedding space. This guide covers its architecture, benchmarks, and practical usage