The Crucial Role of NUMA Awareness in High-Performance Deep Learning

world of deep learning training, the role of the ML developer can be likened to that of the conductor of ...
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Work Data Is the Next Frontier for GenAI

, the work output of knowledge workers, is the single most valuable data source for LLM training, uniquely capable of ...
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How to Fine-Tune Small Language Models to Think with Reinforcement Learning

in fashion. DeepSeek-R1, Gemini-2.5-Pro, OpenAI’s O-series models, Anthropic’s Claude, Magistral, and Qwen3 — there is a new one every month. ...
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Run Your Python Code up to 80x Faster Using the Cython Library

excellent language for rapid prototyping and code development, but one thing I often hear people say about using it is ...
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The Five-Second Fingerprint: Inside Shazam’s Instant Song ID

This post continues Behind the Tap, a series exploring the hidden mechanics of everyday tech — from Uber to Spotify to search ...
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GraphRAG in Action: A Simple Agent for Know-Your-Customer Investigations

the world of financial services, Know-Your-Customer (KYC) and Anti-Money Laundering (AML) are critical defense lines against illicit activities. KYC is ...
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Explainable Anomaly Detection with RuleFit: An Intuitive Guide

your anomaly detection results to your stakeholders, the immediate next question is always “why?”. In practice, simply flagging an anomaly ...
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Change-Aware Data Validation with Column-Level Lineage

tools like dbt make constructing SQL data pipelines easy and systematic. But even with the added structure and clearly defined ...
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My Honest Advice for Aspiring Machine Learning Engineers

want to be machine learning engineers. I get it. It’s a great job, with interesting work, great pay, and overall, ...
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Rethinking Data Science Interviews in the Age of AI

AI is rewriting the day-to-day of data scientists. , data scientists must learn how to improve productivity and unlock new ...
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