Editors Pick

Randomization Works in Experiments, Even Without Balance

of treatments in experiments has the amazing tendency to balance out confounders and other covariates across testing groups. This tendency provides a variety of favorable features for analyzing the outcomes of experiments and...

Machine Learning in Production? What This Really Means

, whether you’re a manager, an information scientist, an engineer, or a product owner, you’ve almost definitely been in no less than one meeting where the discussion revolved around “putting a model in production.” But...

Data Science as Engineering: Foundations, Education, and Skilled Identity

is having an identity crisis. Indications of this crisis have been around for years. As an example, the inaugural issue of found it easier to define what data science is just not reasonably than...

How Convolutional Neural Networks Learn Musical Similarity

audio embeddings for music advice? Streaming platforms (Spotify, Apple Music, etc.) must have the power to recommend recent songs to their users. The higher the recommendations, the higher the listening experience. There are various ways...

SAM 3 vs. Specialist Models — A Performance Benchmark

Segment Anything Model 3 (SAM3) sent a shockwave through the pc vision community. Social media feeds were rightfully flooded with praise for its performance. SAM3 isn’t just an incremental update; it introduces Promptable...

Why the Sophistication of Your Prompt Correlates Almost Perfectly with the Sophistication of the Response, as Research by Anthropic Found

, the thought has circulated within the AI field that prompt engineering is dead, or not less than obsolete. This, on one side because pure language models have turn out to be more flexible...

Evaluating Multi-Step LLM-Generated Content: Why Customer Journeys Require Structural Metrics

generate customer journeys that appear smooth and fascinating, but evaluating whether these journeys are structurally sound stays difficult for current methods. This text introduces Continuity, Deepening, and Progression (CDP) — three deterministic, content-structure-based metrics for evaluating...

Google Trends is Misleading You: How one can Do Machine Learning with Google Trends Data

. What a present to society that is. If not for google trends, how would we've ever known that more Disney movies released within the 2000s led to fewer divorces within the UK. Or that drinking...

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