L8 Temporal processing with ANNs: feedforward vs recurrent network architectures

Lecture slides (Lect8 ht24 Download Lect8 ht24)

Date and venue:  Oct 1, kl.15:15-17:00, Lecture hall D2

Session format: 

Before the lecture

Discussion during the online session: L8

After the lecture

Lecture 8 material:  Recorded Zoom video

eptember 13, 15:15-17:00, sal Q1

Scope, topics covered

  • Temporal processing with feedforward NNs
  • Recurrent networks for processing sequential data
  • Backpropagation through time
  • Echo state networks (ESNs)
  • Long short-term memory networks (LSTMs)

Reading material:

  • I. Goodfellow et al.: ch.10  
  • S. Haykin (2009, third ed.): section 4.18 and ch.15