Active learning (machine learning) - Wikipedia
Active learning is a special case of machine learning in which a learning algorithm can interactively query a human user (or some other information source), to label new data points with the desired …
ML | Active Learning - GeeksforGeeks
Aug 6, 2025 · A subset of machine learning known as "active learning" allows a learning algorithm to interactively query a user to label data with the desired outputs. The algorithm actively chooses from …
Active Learning in Machine Learning Guide [Full Guide] | Encord
Active learning is a supervised machine learning approach that aims to optimize annotation using a few small training samples. One of the biggest challenges in building machine learning (ML) models is …
Active Learning Methods for Efficient Data Utilization and Model ...
Apr 21, 2025 · This paper gives a detailed overview of Active Learning (AL), which is a strategy in machine learning that helps models achieve better performance using fewer labeled examples.
23 Active and Semi-Supervised Learning – Machine Learning for ...
Dec 8, 2025 · Evaluate the comparative performance of models trained using active and semi-supervised learning methods on several baseline cases. 23.2 Active Learning Active learning is a …
Active Learning in Machine Learning: What It Is and How To Use It - G2
Dec 24, 2024 · What is active learning in machine learning? Active learning is a type of machine learning where data points are strategically selected for labeling and training to optimize the machine's …
What is Active Learning? Definition and Meaning Explained
Active learning offers several key benefits to machine learning models: At the core of active learning lies the constructivist learning theory, which asserts that learning, whether by humans or models, …
What Is Active Learning In Machine Learning? - Dataconomy
Apr 8, 2025 · What Is Active Learning In Machine Learning? - Dataconomy. Active learning in machine learning is a fascinating approach that allows algorithms to actively engage in the learning process.
A Guide to Active Learning in Machine Learning - Simple Science
3 days ago · Learn how active learning improves model performance with less labeled data. Active learning is a method used to improve the performance of machine...
Machine Learning: Active Learning | Baeldung on Computer Science
Feb 28, 2025 · In this article, we discussed active learning in machine learning and explained how it mitigates the bottlenecks identified in traditional training of supervised learning systems.