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Machine Learning for Engineers II 2022/2023 /CoursesID:3353
- Most recent entry on 2023-04-28
Lecturer
Prof. Dr. Björn Eskofier
Organisational Unit
Lehrstuhl für Informatik 14 (Maschinelles Lernen und Datenanalytik)
Recording type
Vorlesungsreihe
Via
Studon
Language
Course chapters
1 . Introduction
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Motivation
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:07:14
slides
audio
captions
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2
Basics
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:07:06
slides
audio
captions
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3
Supervised Learning
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:07:28
slides
audio
captions
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4
Unsupervised Learning
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:09:08
slides
audio
captions
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5
Reinforcement Learning
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:09:33
slides
audio
captions
go to clip page
6
CRISP-DM
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:03:18
slides
audio
captions
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7
Project Understanding
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:02:46
slides
audio
captions
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8
Data Preparation
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:06:06
slides
audio
captions
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9
Modeling & Evaluation
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:06:15
slides
audio
captions
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10
Deployment
Prof. Dr. Björn Eskofier
2023-04-15
Studon
00:02:28
slides
audio
captions
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2 . ML for Images
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Image Tasks
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:04:44
slides
audio
captions
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2
Convolution
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:09:43
slides
audio
captions
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3
Convolution 2
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:07:18
slides
audio
captions
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4
Image Classification Networks
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:11:48
slides
audio
captions
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5
Object Detection Networks
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:12:43
slides
audio
captions
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6
Summary
Prof. Dr. Björn Eskofier
2023-04-06
Studon
00:01:29
slides
audio
captions
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3 . ML for Time Series
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Types of Time Series Problems
Prof. Dr. Björn Eskofier
2023-04-07
Studon
00:06:42
slides
audio
captions
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2
Recurrent Neural Networks
Prof. Dr. Björn Eskofier
2023-04-07
Studon
00:10:32
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audio
captions
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3
LSTM & GRU
Prof. Dr. Björn Eskofier
2023-04-07
Studon
00:07:24
slides
audio
captions
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4
Summary
Prof. Dr. Björn Eskofier
2023-04-07
Studon
00:01:52
slides
audio
captions
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4 . ML for Graphs
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Introduction
Prof. Dr. Björn Eskofier
2023-04-12
Studon
00:04:43
slides
audio
captions
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2
Graph Basics
Prof. Dr. Björn Eskofier
2023-04-12
Studon
00:07:32
slides
audio
captions
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3
Graph Neural Network
Prof. Dr. Björn Eskofier
2023-04-12
Studon
00:08:42
slides
audio
captions
go to clip page
4
Summary
Prof. Dr. Björn Eskofier
2023-04-12
Studon
00:00:59
slides
audio
captions
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5 . Multimodal Learning
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Fundamentals
Prof. Dr. Björn Eskofier
2023-04-24
Studon
00:05:59
slides
audio
captions
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2
Data Fusion
Prof. Dr. Björn Eskofier
2023-04-24
Studon
00:07:23
slides
audio
captions
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6 . Deployment
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
DevOps
Prof. Dr. Björn Eskofier
2023-04-28
Studon
00:04:42
slides
audio
captions
go to clip page
2
MLOps
Prof. Dr. Björn Eskofier
2023-04-28
Studon
00:04:54
slides
audio
captions
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3
Common Tools
Prof. Dr. Björn Eskofier
2023-04-28
Studon
00:05:53
slides
audio
captions
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4
CI/CD & Testing
Prof. Dr. Björn Eskofier
2023-04-28
Studon
00:04:58
slides
audio
captions
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5
Tracking & Serving
Prof. Dr. Björn Eskofier
2023-04-28
Studon
00:03:24
slides
audio
captions
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More courses from Prof. Dr. Björn Eskofier
Digital Psychology Lab 2023/2024
Prof. Dr. Björn Eskofier
lecture
2021-03-09
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Collegium Alexandrinum 2024/2025
Prof. Dr. Björn Eskofier
lecture
2025-01-16
Free / Passwort / Studon
Human Computer Interaction 2019
Prof. Dr. Björn Eskofier
lecture
2019-07-11
Passwort
Machine Learning for Engineers I 2022/2023
Prof. Dr. Björn Eskofier
lecture
2022-12-01
Studon
Biomedizinische Signalanalyse 2015/2016
Prof. Dr. Björn Eskofier
lecture
2016-02-02
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