Course catalog

19330101 Lecture

Machine Learning for Data Science

Grégoire Montavon

Comments

Qualifikationsziele:

The course provides an overview of machine learning methods and algorithms for different learning tasks, namely supervised, unsupervised and reinforcement learning.

In the first part of the course, for each task the main algorithms and techniques will be covered including experimentation and evaluation aspects.

In the second part of the course, we will focus on specific learning challenges including high-dimensionality, non-stationarity, label-scarcity and class-imbalance.

By the end of the course, you will have learned how to build machine learning models for different problems, how to properly evaluate their performance and how to tackle specific learning challenges.

Inhalte

 Es werden Themen aus folgenden Gebieten behandelt:

 

  • Experiment Design
  • Sampling Techniques
  • Data cleansing
  • Storage of large data sets
  • Data visualization and graphs
  • Probabilistic data analysis
  • Prediction methods
  • Knowledge discovery
  • Neural networks
  • Support vector machines
  • Reinforcement learning and agent models
close

32 Class schedule

Additional appointments

Tue, 2025-03-11 16:00 - 18:00
Nachklausur

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Regular appointments

Tue, 16:00 - 18:00 Maschinelles Lernen für Data Science 16 Class schedule
Tue, 2024-10-15 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-10-22 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-10-29 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-11-05 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-11-12 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-11-19 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-11-26 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-12-03 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-12-10 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2024-12-17 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-01-07 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-01-14 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-01-21 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-01-28 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-02-04 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Tue, 2025-02-11 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 16:00 - 18:00 Maschinelles Lernen für Data Science 16 Class schedule
Thu, 2024-10-17 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-10-24 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-10-31 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-11-07 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-11-14 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-11-21 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-11-28 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-12-05 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-12-12 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2024-12-19 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-01-09 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-01-16 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-01-23 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-01-30 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-02-06 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

Thu, 2025-02-13 16:00 - 18:00
Maschinelles Lernen für Data Science

Lecturers:
Prof. Dr.-Ing. Grégoire Montavon

Location:
T9/Gr. Hörsaal (Takustr. 9)

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Location: T9/Gr. Hörsaal (Takustr. 9)

Schedule: Di 16:00-18:00, Do 16:00-18:00, zusätzliche Termine siehe LV-Details

Class starts on: 2024-10-15

Course language: English

Contact hours: 4

Limited attendance: No

Attendance required: No

Relevant semester: 1

Modules where this course belongs

Information for pregnant and nursing students

Subjects A - Z