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Curated ML indexes and signals
4MachineLearning is a focused search engine and resource hub for Machine Learning. We combine multiple specialized indexes, relevance signals, and AI-assist features to help researchers, engineers, students, and decision makers find ML content more efficiently. Use the search to locate papers, datasets, code, preprints, tutorials, tools, and vendor offerings tailored to ML workflows. Part of the 4SEARCH network of topic specific search engines.
Latest Articles
I Spent 8 Months Building AI Agents in Production. Here’s Everything I Wish Someone Had Told Me First
2+ hour, 22+ min ago (194+ words) A brutally honest breakdown of what actually works, what quietly breaks at 2 AM, and the exact code patterns that saved my sanity Eight months ago, I was convinced that building an AI agent was basically connecting an LLM to a…...
The seasonal pattern hiding in nearly six years of Calgary’s 311 calls — a first triage model with a SageMaker training job
2+ hour, 15+ min ago (1048+ words) MLOps + AIOps on AWS · Part 2 of 8 — a baseline model whose riskiest 10% run late at twice the normal rate, trained on SageMaker for about two cents Publish date: Thu 15 Oct 2026 · AWS spend to date: ≈ $0.28 (before Free Tier credits; Stage 2’s ≈ $0.03 is…...
Google built an AI that writes its own scientific software, and it just beat the CDC’s flu forecast
1+ hour, 56+ min ago (254+ words) Every flu season, dozens of research teams feed the Centers for Disease Control and Prevention … Google built an AI that writes its own scientific software, and it just beat the CDC’s flu forecast Every flu season, dozens of research teams…...
What Happens When the Cost of Imagination Approaches Zero?
1+ hour, 33+ min ago (1458+ words) Imagine being able to explore almost every architectural idea that crosses your mind. Every variation of a façade. Every possible arrangement of space. Every material combination. Every interpretation of a site. Not next week. Not after hours of modeling and…...
A missing cache tier turned one model rollout into an uplink flood
23+ min ago (242+ words) We run GPU Kubernetes clusters for AI inference workloads. On one of them, a routine model rollout saturated the site’s only 100 … A missing cache tier turned one model rollout into an uplink flood We run GPU Kubernetes clusters for AI…...
I Built a Punjabi NLP Model on One GPU. It Landed Within 3 Points of XLM-R
40+ min ago (918+ words) The scoreboard said 87.6% to 90.3%. My model came second. But it’s an 8 million parameter encoder that I pretrained from scratch for Punjabi in the Shahmukhi script, on a single desktop GPU, and the winner was a general purpose multilingual model dozens…...
Do código aos dados | 2. Requisitos em sistemas orientados por dados
23+ min ago (736+ words) Por que “o modelo precisa ter 95% de acurácia” ainda não é um requisito, e o que é preciso especificar além da métrica. No artigo anterior, argumentei que, em sistemas orientados por dados, o critério de aceitação torna-se estatístico: uma taxa…...
Google DeepMind finds no acceleration in AI research progress
4+ hour, 10+ min ago (313+ words) An internal audit tied to the Gemini 4 Argon safety report finds steady gains, heavy human review, and no sign of AI speeding up its own development Google / Wikimedia Commons (Public domain) Google DeepMind published its first comprehensive internal assessment of…...
AI improves weather forecasting: Researchers double reliability for forecasts 2 to 6 weeks ahead
6+ hour, 24+ min ago (229+ words) Current weather forecasts are relatively reliable for periods of up to 10 days. Temperatures, rainfall, wind, and the timing of individual weather patterns can often be predicted with reasonable accuracy. However, existing forecasting systems struggle once predictions extend into the sub-seasonal…...
Get to Know Faculty Series: Fuyong Xing, Associate Professor
9+ hour, 10+ min ago (193+ words) Dr. Fuyong Xing is an Associate Professor in the Department of Biostatistics and Informatics at Colorado School of Public Health at the University of Colorado Anschutz Campus. His research focuses on artificial intelligence (AI) for healthcare, particularly for medical image…...