Name: IMPRS / Origins Data Science Block Course
Start: 2024-04-15T14:00:00+02:00
End: 2024-04-25T17:20:00+02:00
Location: No location set

IMPRS / Origins Data Science Block Course

from Monday, April 15, 2024 (2:00 PM) to Thursday, April 25, 2024 (5:20 PM)

Monday, April 15, 2024
2:00 PM Session 1: Introduction + Linear models (regression) - Nicole Hartman (TUM)
Session 1: Introduction + Linear models (regression)
- Nicole Hartman (TUM)
2:00 PM - 5:00 PM
- Welcome + logistics - Intro AI, ML, and deep learning - Machine Learning: Key ideas - Linear models (regression) - Bias variance trade off **Bonus:** Linear algebra review: https://cs229.stanford.edu/notes2022fall/cs229-linear_algebra_review.pdf
Tuesday, April 16, 2024
9:00 AM Session 2: Perceptrons and Multi-layer perceptrons - Nicole Hartman (TUM)
Session 2: Perceptrons and Multi-layer perceptrons
- Nicole Hartman (TUM)
9:00 AM - 12:00 PM
- Perceptron (Linear Model + Classification) - Multi-layer perception (MLP, a.k.a, Neural Network) - Universal Approximation Theorem - Forward pass: MLP (in numpy)
1:00 PM Session 3: How NNs learn - Nicole Hartman (TUM)
Session 3: How NNs learn
- Nicole Hartman (TUM)
1:00 PM - 4:00 PM
- Automatic Differentiation (AD) - Computational Graphs and backpropogation - Code full NN from scratch (numpy)
Wednesday, April 17, 2024
9:00 AM Session 4: Deep Learning Frameworks and Optimizers - Nicole Hartman (TUM)
Session 4: Deep Learning Frameworks and Optimizers
- Nicole Hartman (TUM)
9:00 AM - 10:30 AM
- Intro to pytorch (autodiff framework) - Loss functions - Optimizers
4:00 PM Session 5: Going deeper... with tips and tricks - Nicole Hartman (TUM)
Session 5: Going deeper... with tips and tricks
- Nicole Hartman (TUM)
4:00 PM - 7:00 PM
- Increasing depth - Regularization tricks - Ensembling methods - Tips and tricks for training NNs
Thursday, April 18, 2024
9:00 AM Session 6: Clustering + Unsupervised Learning - Nicole Hartman (TUM)
Session 6: Clustering + Unsupervised Learning
- Nicole Hartman (TUM)
9:00 AM - 12:00 PM
- Softmax - PCA - K-means
Friday, April 19, 2024
Saturday, April 20, 2024
Sunday, April 21, 2024