L8 Temporal processing with ANNs: feedforward vs recurrent network architectures

Lecture slides (Lect8 vt24 Download Lect8 vt24)

Date and venue:  Feb 23, 10:15-12:00, Lecture hall B2

Session format: 

Before the lecture

Discussion during the online session: L8

After the lecture

Lecture 8 material:  Slides Download Slides, 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