Minicourse

Cosmology Lectures at XIII CBPF School (2021)

From Aug 9 to Aug 13 I presented a different “Cosmology with Python” minicourse at XIII CBPF School.

Slides:

XIII-School-CBPF-01 XIII-School-CBPF-02 XIII-School-CBPF-03 XIII-School-CBPF-04 XIII-School-CBPF-05

Notebooks and scripts:

Example 1 adapted from: here

Deep Learning Lectures at XIII CBPF School version (2021)

From Aug 9 to Aug 13 I presented a different version of the minicourse at XIII CBPF School with prof. Elisangela L. Faria.

XIII-School-CBPF-01 XIII-School-CBPF-02 XIII-School-CBPF-03XIII-School-CBPF-04XIII-School-CBPF-05

Notebooks and scripts:

Deep Learning Class at Data Science course (IAG - 2021 - English):

Previous version of Deep Learning minicourse

This is a 8 hours lectures + 8 hours hands-on with tutors. The Main idea is to give a brief, but useful, introduction to Deep Learning. The particular focus/motivation is Astronomy. If you are not an astronomer do not worry you should be safe. The only thing you might miss is the scientific motivation behind the examples and a deeper understanding on the dataset.

The Main ingredients for running the examples are:

Tensorflow
Keras
Anaconda Python 3
Matplotlib
Numpy

Presentations (English only):

Lecture 01 Lecture 02 Lecture 03 Lecture 04

Presentations at XII CBPF School version (2019):

From July 29 to Aug 2 I presented a different version of the minicourse at XII CBPF School. The first talk was given by Dr. Márcio Albuquerque.

Slides:

XII-School-CBPF-01 XII-School-CBPF-02 XII-School-CBPF-03 XII-School-CBPF-04

Videos (YouTube - Portuguese):

Shareable Examples (Portuguese: Exemplos Compartilháveis)

Credit: The examples 1-5 were written by Luciana Olívia Dias and Patrick Schubert under my supervision. There is a similar version of example “0” from adventuresinmachinelearning.com here. adventuresinmachinelearning.com Example 1 adapted from: