Automated machine learning (AutoML) encompasses techniques for automating the design of machine learning pipelines, removing some of the usual trial and error process. [1]
Preparing data
As of 2019 [update], AutoML tools do not have very advanced data preprocessing capabilities, mostly relying on users to properly format data in advance. [2]
Creating models
Hyperparameter optimization
Optimizing hyperparameters
Meta-learning
Neural architecture search
Interpreting results
See also
References
- ^ Hutter, Kotthoff & Vanschoren 2019, p. ix.
- ^ Truong et al.
- Hutter, Frank; Kotthoff, Lars; Vanschoren, Joaquin (2019). Automated Machine Learning : Methods, Systems, Challenges. Springer Nature. doi: 10.1007/978-3-030-05318-5. ISBN 978-3-030-05318-5. Retrieved 2020-09-30.
- Truong, Anh; Walters, Austin; Goodsitt, Jeremy; Hines, Keegan; Bruss, C. Bayan; Farivar, Reza (November 2019). "Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools". 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI). 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI). pp. 1471–1479. doi: 10.1109/ICTAI.2019.00209.
Automated machine learning (AutoML) encompasses techniques for automating the design of machine learning pipelines, removing some of the usual trial and error process. [1]
Preparing data
As of 2019 [update], AutoML tools do not have very advanced data preprocessing capabilities, mostly relying on users to properly format data in advance. [2]
Creating models
Hyperparameter optimization
Optimizing hyperparameters
Meta-learning
Neural architecture search
Interpreting results
See also
References
- ^ Hutter, Kotthoff & Vanschoren 2019, p. ix.
- ^ Truong et al.
- Hutter, Frank; Kotthoff, Lars; Vanschoren, Joaquin (2019). Automated Machine Learning : Methods, Systems, Challenges. Springer Nature. doi: 10.1007/978-3-030-05318-5. ISBN 978-3-030-05318-5. Retrieved 2020-09-30.
- Truong, Anh; Walters, Austin; Goodsitt, Jeremy; Hines, Keegan; Bruss, C. Bayan; Farivar, Reza (November 2019). "Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools". 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI). 2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI). pp. 1471–1479. doi: 10.1109/ICTAI.2019.00209.