An Introduction to Neural Networks

by Ramon Winterhalder (UCLouvain - CP3)

Tuesday 9 Nov 2021, 13:15 → 16:15 Europe/Brussels

VINCI: salle DAO (comodal (louvain-la-neuve or remote))

In most (scientific) machine learning applications, (deep) neural networks are employed due to their flexible and expressive nature. Among others, TensorFlow is a standard framework and software library to simplify, speed-up  and improve the usage of neural networks. In this training session you will learn the basics of Neural Networks and how to train them using TensorFlow and Keras.

Contents: Basics of Neural Networks Basics of TensorFlow Keras API Examples

Prerequisite: Being able to use SSH with private keys  Being familiar with a text editor  Mastering the Linux command line and the GNU utilities (mkdir, cp, scp, etc.) Basic knowledge of Python Type: Hands-on Target audience: Rookie programmer Must: This session is nice-to-have for those who need or want to use neural networks.

cism-nn2021.pdf

Notebooks (Binder)

Notebooks (Colab)

Notebooks (Github)

Q&A