Welcome#

this course is under construction.

Course targets#

  • AUDIENCE: ML practicioners with a basic understading of Tensorflow

  • FOCUS:

    • Probability concepts are simple but profound. We will spend time building strong intuitions on probability.

    • We will use Tensorflow Probability (TFP) to build learnable probabilistic models.

    • We will focus on the why (using probabilistic models) as much as on the how (implementing them in TFP and learning them from data).

    • The course will be online with self graded labs to do at your pace.

Español + English#

  • los materiales del curso (notebooks y talleres) son en inglés. course materials (notebooks and labs) are in English

  • los videos son ambos en inglés y en español. course videos are both in Spanish and in English

NEWEST ADDITIONS#

  • notebooks and labs on section 2.1 Tensorflow core click here

  • videos and labs on section 2.2 Intuitions on probability click here

  • labs 2.3 Tensorflow core click here

  • lab on Variational topic modelling click here

Credits#

Course design

  • Raúl Ramos, Univesidad de Antioquia

  • Fabio González, Universidad Nacional de Colombia

With the collaboration of

  • Felipe R. Ángel, animations

  • Sebastián Lara, graders and notebooks