This is is the version for CS, systems engineering, wirtschaftsinformatik, etc. No CoLi students permitted in this edition. The corresponding LSF entry .
Important: at the moment all tutorials are fully booked and we had to close the registration!
Starts: Tuesday, November 8st at 14:15
Location: large lecture hall mathematics, HS1 in E25
Exam: tbd
Registration: please register here for the waiting list. At the moment all tutorials are fully booked. If slots open up, we will inform you.
Registration for the exam has to be done separately. Please check LSF and the corresponding deadline.
Tutorials:
There will be six tutorials groups. Details to follow.
Outline:
- Linear Algebra and Principal Component Analysis (PCA)
- Numerical Computation
- Machine Learning Basics
- Deep Feedforwad Neural Networks
- Regularization for Deep Learning
- Optimization for Deep Learning
- Convolutional Neural Networks
- Sequence Modelling: Recurrent and Recursive Neural Networks
Text Books:
Neural Networks and Deep Learning by Charu C. Aggarwal
Deep Learning by Aaron Courville, Ian Goodfellow, Joshua Bengio