Learning
Artificial Intelligence
Finding Golden Examples: A Smarter Approach to In-Context Learning
Context
using Large Language Models (LLMs), In-Context Learning (ICL), where input and output are provided to LLMs to learn from them before handling the following input, has proven to be very effective in guiding...
Artificial Intelligence
How one can Design Machine Learning Experiments — the Right Way
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It’s tempting to think that what separates a successful machine learning project from...
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
Recent algorithms enable efficient machine learning with symmetric data
If you happen to rotate a picture of a molecular structure, a...
Artificial Intelligence
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...
Artificial Intelligence
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...
Artificial Intelligence
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...
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