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Correlation Doesn't Mean Causation! But What Does It Mean?
14+ hour, 44+ min ago (1041+ words) What does correlation tells us? Even before any of us got into data science, there was a phrase that we'd all heard; everyone knows it, young and old: It is a catchy phrase, and you've definitely said it once or…...
Let the AI Do the Experimenting
13+ hour, 14+ min ago (1389+ words) Have you ever been in a situation where you have plenty of ideas on how to improve your product, but no time to test them all? I bet you have. What if I told you that you no longer have…...
The Next Frontier of AI in Production Is Chaos Engineering
16+ hour, 14+ min ago (1638+ words) Blast-radius control tells you how much to break. Intent tells you what breaking it will teach. Only one of these has mature tooling. Here is a question that no chaos engineering tool in production today can answer: Did your last…...
Py Torch Na Ns Are Silent Killers " So I Built a 3ms Hook to Catch Them at the Exact Layer
17+ hour, 44+ min ago (1119+ words) This forward-hook detector catches Na Ns and exploding gradients at the exact layer and batch they first appear " with ~34 ms overhead vs ~78 ms for set_detect_anomaly on CPU. On GPU, the gap becomes significantly larger. It was batch 47, 000. A Res Net variant…...
A Career in Data Is Not Always a Straight Line, and That's Okay
1+ day, 13+ hour ago (857+ words) Sabrine Bendimerad on why flexibility is a crucial data science skill, the risks of outsourcing human thinking to AI agents, and the changing terrain of career paths today. In the Author Spotlight series, TDS Editors chat with members of our…...
How Spreadsheets Quietly Cost Supply Chains Millions
1+ day, 15+ hour ago (1782+ words) A simulation of how a single forecast change moves through five planning teams, and why most retailers lose money in the gap between Sales and Stores. Last quarter, a fashion retailer ran a national TV campaign for its best-selling apparel…...
I Reduced My Pandas Runtime by 95% " Here's What I Was Doing Wrong
2+ day, 16+ hour ago (1862+ words) Most slow Pandas code "works", until it doesn't. Learn how to spot hidden bottlenecks, avoid costly row-wise operations, and know when Pandas is no longer enough. I've been learning Pandas for some time now. Nothing too crazy though. Just basic…...
Bytes Speak All Languages: Cross-Script Name Retrieval via Contrastive Learning
2+ day, 14+ hour ago (1369+ words) Why learn 8 scripts when you can learn 256 bytes? Every time a sanctions screening system checks a name against a watchlist, it faces a silent failure mode that nobody talks about. Type " " into a system indexed on "Vladimir Putin" and most…...
The Essential Guide to Effectively Summarizing Massive Documents, Part 2
3+ day, 16+ hour ago (1746+ words) We have the document clusters, and it's time to unlock their true potential! Let's explore how to extract meaningful information from the actionable clusters. In my previous'article, we planned to tackle one of the main challenges in document summarization, i. e. , handling…...
Introduction to Approximate Solution Methods for Reinforcement Learning
4+ day, 13+ hour ago (1253+ words) Learn about function approximation and the different choices for approximation functions Welcome back to this post series about Reinforcement Learning (RL), following Sutton and Barto's famous book "Reinforcement Learning" [1]. To make it specific, in Part I we assumed the state…...