DEEP-EST Tutorial: Introduction to Deep Learning

Tutorial under the umbrella of the DEEP-EST EU Project
Juelich Supercomputing Centre, Germany
2018-06-06 – 2018-06-07
[ Event ]

Materials

[ Lecture 1 – Introduction to Deep Learning – Slides ~3.29 MB (pdf) ]

[ Lecture 2 – Fundamentals of Convolutional Neural Networks (CNNs) – Slides ~3.81 MB (pdf) ]

[ Lecture 3 – Deep Learning in Remote Sensing: Challenges – Slides ~8.11 MB (pdf) ]

[ Lecture 4 – Deep Learning in Remote Sensing: Applications – Slides ~1.98 MB (pdf) ]

[ Lecture 5 – Model Selection and Regularization – Slides ~1.78 MB (pdf) ]

[ Lecture 6 – Fundamentals of Long Short-Term Memory (LSTM) – Slides ~3.74 MB (pdf) ]

Lecture 7 – LSTM Applications and Challenges
(cancelled due to time problems during the tutorial)

Lecture 8 – Deep Reinforcement Learning
(online shortly, slides have been requested, pending)