Week Name Description
Introduction to the Class File Introduction
URL Recorded Lecture 20/21: Introduction and kNN
File Python and NumPy Primer
File Python Cheatsheet
File Matplotlib Cheatsheet
URL Recorded Lecture 20/21: Python and NumPy Primer
File Exercise 1: Introduction to Python
File Exercise 1: Introduction to Python Solutions
File Exercise 2: Introduction to NumPy
File Exercise 2: Introduction to NumPy Solutions
K-Nearest Neigbors and K-Means File K-Nearest Neighbors
URL Recorded Lecture 20/21: kNN
File Exercise 3: kNN
File Exercise 3: kNN Solutions
File K-Means Clustering
URL Recorded Lecture 20/21: K-Means
File Exercise 4: K-Means
File Exercise 4: K-Means Solutions
Linear Regression and Classification File Linear Regression
File Linear Classification
URL Recorded Lecture 20/21: Linear Classification (1)
URL Recorded Lecture 20/21: Linear Classification (2)
File Exercise 5: Logistic Regression
File Exercise 5: Logistic Regression Solutions
File Max Margin Classifiers
URL Recorded Lecture 20/21: Max-Margin Classifiers
Non Linear Classification File AdaBoost
File Support Vector Machines
File Proof of Cover's Theorem (optional)
URL Recorded Lecture 20/21: Adaboost
URL Recorded Lecture 20/21: Linear SVMs
URL Recorded Lecture 20/21: Kernel SVMs
File Exercise 6: SVM
File Exercise 6: SVM Solutions
Non Linear Optimization File Optimization Basics
URL Recorded Lecture 20/21: Optimization Basics
Decision Forests File Decision Forests
URL Recorded Lecture 20/21: Decision Forests
Neural Networks File Multi Layer Perceptrons
URL Recorded Lecture 20/21: MLPs (1)
URL Recorded Lecture 20/21: MLP (2)
File Exercise 7: MLP
File Exercise 7: MLP Solutions
File Convolutional Neural Nets
URL Recorded Lecture 20/21: CNNs
File Exercise 8: CNN
File Exercise 8: CNN Solutions
File Exercise 9: UNet
File Exercise 9: UNet Solutions
File Transformers
Dimensionality Reduction File Linear Dimensionality Reduction
URL Recorded Lecture 20/21: Linear Dimensionality Reduction (1)
URL Recorded Lecture 20/21: Linear Dimensionality Reduction (2)
File Exercise 10: PCA
File Exercise 10: PCA Solutions
File Non Linear Dimensionality Reduction
URL Recorded Lecture 20/21: Nonlinear Dimensionality Reduction
Recap File Course Recap
URL Recorded Lecture 20/21: Course Recap
Project URL Project Description Document

Last edit: 08.05.2023
URL Dataset MS1: HASYv2
File Framework MS1
URL Dataset MS2: HASYv2 (20 classes)
File Framework MS2
Mock Exam File Mock Exam
File Mock Exam Solutions
Exam Classrooms File CE 1515

Abbassi - Jaouen
File CE 1 1

Jordan - Pantalos
File CE 1 3

Peiry - Zuber