This is the version for CoLis (bachelor and master) only. No other students permitted.
Starts: Tuesday, November 8st, 14:15
Location: large lecture hall mathematics, HS1 in E25
Exam: tbd
Registration: please register here by November 1st for participation. Registration for the exam has to be done separately. Please check LSF and the corresponding deadline.
Tutorials:
There will be two 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