Data Science Portfolio By Edwin Efraín Jiménez Lepe

This portfolio aims to present experience gained in Data Science (Academic, Research and Professional areas)

Academic & Research

Thesis

The full thesis document can be found here. It is property of Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-Guadalajara).

Full Paper Submited to ICANN 2017

This is the paper submitted to ICANN 2017.

Extended Abstract published on Artificial Neural Networks and Machine Learning – ICANN 2017

26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part II. This extended abstract is property of Springer.

Poster presented on ICANN 2017

Poster presented in Alghero, Sardinia, Italy when attended ICANN 2017.

Thesis Repository

The (almost) whole code of the project can be found at this link.

A beginners tutorial of CNN

Document

Presentations

Thesis Defense

Slides

Seminar of Machine Learning

Slides

Conference Machine Learning 101

Slides

Convolution as matrix multiplication

Slides

Example of Feedforward and Backpropagation in CNN

Slides