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Artificial Intelligence
Machine Learning Meets Panel Data: What Practitioners Must Know
Authors: Augusto Cerqua, Marco Letta, Gabriele Pinto
learning (ML) has gained a central role in economics, the social sciences, and business decision-making. In the general public sector, ML is increasingly used for so-called prediction policy...
Artificial Intelligence
AI and machine learning for engineering design
Artificial intelligence optimization offers a bunch of advantages for mechanical engineers, including...
Artificial Intelligence
The Machine Learning Lessons I’ve Learned This Month
in machine learning are the identical.
Coding, waiting for results, interpreting them, returning back to coding. Plus, some intermediate presentations of 1’s progress. But, things mostly being the identical doesn't mean that there’s nothing...
Artificial Intelligence
Designing Trustworthy ML Models: Alan & Aida Discover Monotonicity in Machine Learning
Machine learning models are powerful, but sometimes they produce predictions that break human intuition.
Imagine this: you’re predicting house prices. A 2,000 sq. ft. house is predicted cheaper than a 1,500 sq. ft. home. Sounds...
Artificial Intelligence
Three Essential Hyperparameter Tuning Techniques for Higher Machine Learning Models
Learning (ML) model mustn't the training data. As an alternative, it should well from the given training data in order that it could well to latest, unseen data.
The default settings...
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
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...
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