64-360 Lecture Machine Learning

Course offering details
Instructors: Prof. Dr. Sören Laue
Event type:
Lecture
Displayed in timetable as:
ML-VL
Hours per week:
4
Credits:
6,0
Language of instruction:
English
Min. | Max. participants:
- | 125
Comments/contents:

  • Formal Foundations of Machine Learning (Minimization of Functions, Convexity, Underfitting, Overfitting, Model Complexity, Bias-Variance Tradeoff, Regularization, Maximum Likelihood, Maximum A Posteriori Principle, Empirical Risk Minimization, Regularized Risk Minimization)
  • Supervised Learning for Regression and Classification
  • Linear Methods, Basis Functions, Kernel Methods
  • Logistic Regression, SVMs (Support Vector Machines)
  • Naive Bayes
  • Decision Trees, Random Forest
  • k-Nearest Neighbor
  • robust regression
  • Linear and Quadratic Discriminant Analysis
  • Methods of Unsupervised Learning
  • Dimension Reduction (PCA - Principal Component Analysis, Multidimensional Scaling)
  • Clustering (k-means)
  • Recommender Systems (Matrix Factorization)
  • Introduction to Neural Networks"

Learning objectives:

  • In-depth knowledge of various approaches to learning from data, including an understanding of their respective limitations
  • Ability to understand and apply the underlying ML (Machine Learning) theory
  • Ability to comparatively evaluate learning methods in terms of specific application conditions
  • Ability to systematically classify new methods
  • Ability to design, implement, and evaluate a learning system for a given task
  • Ability to present empirical findings in the field of algorithmic learning

Literature:

  • Pattern Recognition and Machine Learning. Christopher M. Bishop, Springer, 2006. (online)
  • The Elements of Statistical Learning. Trevor Hastie, Robert Tibshirani, and Jerome Friedman, Springer, 2009. (online)
  • Deep Learning. Ian Goodfellow, Yoshua Bengio, and Aaron Courville, MIT Press, 2016. (online)

Class session overview
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Instructors
Prof. Dr. Sören Laue
Appointments
Date From To Room Instructors Appointments
1
Date Th, 4. Apr. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
2
Date Fri, 5. Apr. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
3
Date Th, 11. Apr. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
4
Date Fri, 12. Apr. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
5
Date Th, 18. Apr. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
6
Date Fri, 19. Apr. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
7
Date Th, 25. Apr. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
8
Date Fri, 26. Apr. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
9
Date Th, 2. May 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
10
Date Fri, 3. May 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
11
Date Fri, 10. May 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
12
Date Th, 16. May 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
13
Date Fri, 17. May 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
14
Date Th, 30. May 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
15
Date Fri, 31. May 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
16
Date Th, 6. Jun. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
17
Date Fri, 7. Jun. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
18
Date Th, 13. Jun. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
19
Date Fri, 14. Jun. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
20
Date Th, 20. Jun. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
21
Date Fri, 21. Jun. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
22
Date Th, 27. Jun. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
23
Date Fri, 28. Jun. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
24
Date Th, 4. Jul. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
25
Date Fri, 5. Jul. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
26
Date Th, 11. Jul. 2024
To 12:15
To 13:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
27
Date Fri, 12. Jul. 2024
To 14:15
To 15:45
Room D-125/129
Instructors Prof. Dr. Sören Laue
Exams in context of modules
Module(start semester)/ Course Exam Date Instructors Compulsory pass