D.3: Auto-Weka: Difference between revisions
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Tool that performs combined algorithm selection and hyperparameter optimization over the classification and regression algorithms implements in WEKA. Auto-WEKA explores hyperparameter settings for a number of algorithms and recommends to a user which method will likely have good generalization performance, using model-based optimization techniques. | |||
• '''Reference, URL''': | • '''Reference, URL''': https://www.cs.ubc.ca/labs/algorithms/Projects/autoweka/ | ||
• '''Relevant Domain/Industry''': All/Smart Industry | • '''Relevant Domain/Industry''': All/Smart Industry | ||
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• '''Application in relevant Projects/Initiatives''': | • '''Application in relevant Projects/Initiatives''': | ||
• '''Type''': | • '''Type''': Platform | ||
• '''AI Breadth''': | • '''AI Breadth''': ML | ||
• '''Learning Ability''': | • '''Learning Ability''': Supervised & Unsupervised learning | ||
• '''Related technologies''': | • '''Related technologies''': | ||
• '''License Information''': | • '''License Information''': GNU General Public License version 3 | ||
• '''Related to circularity and sustainability''': | • '''Related to circularity and sustainability''': Not directly | ||
• '''Audience''': | • '''Audience''': Developers | ||
Revision as of 13:47, 26 April 2023
• Short Description:
Tool that performs combined algorithm selection and hyperparameter optimization over the classification and regression algorithms implements in WEKA. Auto-WEKA explores hyperparameter settings for a number of algorithms and recommends to a user which method will likely have good generalization performance, using model-based optimization techniques.
• Reference, URL: https://www.cs.ubc.ca/labs/algorithms/Projects/autoweka/
• Relevant Domain/Industry: All/Smart Industry
• Application in relevant Projects/Initiatives:
• Type: Platform
• AI Breadth: ML
• Learning Ability: Supervised & Unsupervised learning
• Related technologies:
• License Information: GNU General Public License version 3
• Related to circularity and sustainability: Not directly
• Audience: Developers
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