Dear Cecilia-Irene Loeza-Mejía ,

Look the link, maybe useful.

https://www.nature.com/articles/s41524-019-0221-0

Regards,

Shafagat

Cecilia-Irene Loeza-Mejía Machine Learning Theory, also known as Computational Learning Theory, uses methods from Computer Science and Statistics to comprehend the underlying principles of learning as a computational process.

I suggest reading these articles:

1. https://www.frontiersin.org/articles/10.3389/fmats.2016.00028/full

2. https://www.nature.com/articles/s41524-019-0221-0

3. https://journals.aps.org/prmaterials/abstract/10.1103/PhysRevMaterials.6.040301

4. https://www.sciencedirect.com/science/article/pii/S2352847817300515

5. Article Machine Learning for Advanced Energy Materials

6. Article Putting Density Functional Theory to the Test in Machine-Lea...

Dear Cecilia-Irene Loeza-Mejía . See the following useful RG links: Article Machine Learning from Theory to Algorithms: An Overview

Article An Analysis of the Effectiveness of Machine Learning Theory ...

Kindly see also the following useful RG links: Article Machine Learning as Grounded Theory: Human-Centered Interfac...

Article Machine learning in acoustics: Theory and applications

https://www.sciencedirect.com/topics/computer-science/computational-learning-theory

Also check please the following useful RG links: Article A direct comparison of theory-driven and machine learning pr...

Article Ghost in the Machine: On Organizational Theory in the Age of...

Preprint Category Theory in Machine Learning

There may be better options now but this was a good when I did it.

https://www.coursera.org/learn/machine-learning

The following RG links are also very useful: Article Machine-learning semilocal density functional theory for man...

Article Theory-Guided Machine Learning in Materials Science

Conference Paper PTML: Perturbation-Theory Machine Learning notes

https://mltheory.cs.princeton.edu/

Visit kindly the following useful RG links: Chapter Advancements in Deep Learning Theory and Applications: Persp...

Article A survey of machine learning for big data processing

Chapter Machine Learning

Presentation Machine Learning

Chapter Machine Learning

Machine Learning by Stanford University | Coursera

https://www.coursera.org › .

Andrew Ng's Machine Learning Collection | Coursera https://www.coursera.org ›

please consider the above links. GOOD LUCK