Learning

Five ways in which AI is learning to enhance itself

That’s why Mirhoseini has been using AI to optimize AI chips. Back in 2021, she and her collaborators at Google built a non-LLM AI system that might resolve where to put various components...

When Models Stop Listening: How Feature Collapse Quietly Erodes Machine Learning Systems

A was implemented, studied, and proved. It was right in its predictions, and its metrics were consistent. The logs were clean. Nevertheless, with time, there was a growing variety of minor complaints: edge...

Recent algorithms enable efficient machine learning with symmetric data

If you happen to rotate a picture of a molecular structure, a...

From Reactive to Predictive: Forecasting Network Congestion with Machine Learning and INT

Context centers, network slowdowns can appear out of nowhere. A sudden burst of traffic from distributed systems, microservices, or AI training jobs can overwhelm switch buffers in seconds. The issue shouldn't be just knowing...

Easy Guide to Multi-Armed Bandits: A Key Concept Before Reinforcement Learning

make smart decisions when it starts out knowing nothing and may only learn through trial and error? This is strictly what one in all the best but most vital models in reinforcement learning is...

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

world of deep learning training, the role of the ML developer will be likened to that of the conductor of an orchestra. Just as a conductor must time the entry of every instrument...

The way to Tremendous-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's a brand new one every month. Once you ask these models a matter, they go right into a ...

My Honest Advice for Aspiring Machine Learning Engineers

wish to be machine learning engineers. I get it. It’s an important job, with interesting work, great pay, and overall, it’s very cool. Nevertheless, it’s definitely not a walk within the park to turn out to...

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