Machine Learning for Engineers I [SerienID : 3261]

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Wintersemester 2022/2023

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Prof. Dr. Björn Eskofier

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2024-08-19 16:59:01

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- 00:05:58
  
  #1
  
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  Organizational Information
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
  1
  
  00:05:58
  
  Organizational Information
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
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- 00:08:12
  
  #2
  
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  Motivation 1
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
  2
  
  00:08:12
  
  Motivation 1
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
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- 00:12:19
  
  #3
  
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  Motivation 2
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
  3
  
  00:12:19
  
  Motivation 2
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
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- 00:14:35
  
  #4
  
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  Machine Learning Types Supervised Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
  4
  
  00:14:35
  
  Machine Learning Types Supervised Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
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- 00:10:33
  
  #5
  
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  Machine Learning Types Unsupervised Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
  5
  
  00:10:33
  
  Machine Learning Types Unsupervised Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-18 Wintersemester 2022/2023
  
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- 00:04:13
  
  #6
  
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  Machine Learning Types Reinforcement Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-30 Wintersemester 2022/2023
  
  6
  
  00:04:13
  
  Machine Learning Types Reinforcement Learning
  
  Prof. Dr. Björn Eskofier
  
  2022-10-30 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:14:15
  
  #7
  
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  Machine Learning Pipeline
  
  Prof. Dr. Björn Eskofier
  
  2022-10-19 Wintersemester 2022/2023
  
  7
  
  00:14:15
  
  Machine Learning Pipeline
  
  Prof. Dr. Björn Eskofier
  
  2022-10-19 Wintersemester 2022/2023
  
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- 00:02:32
  
  #8
  
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  Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-19 Wintersemester 2022/2023
  
  8
  
  00:02:32
  
  Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-19 Wintersemester 2022/2023
  
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- 00:03:05
  
  #1
  
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  Linear Regression Motivation
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  1
  
  00:03:05
  
  Linear Regression Motivation
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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- 00:07:36
  
  #2
  
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  Linear Regression Motivation Example
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  2
  
  00:07:36
  
  Linear Regression Motivation Example
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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- 00:04:49
  
  #3
  
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  Linear Regression Overall Picture
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  3
  
  00:04:49
  
  Linear Regression Overall Picture
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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- 00:13:21
  
  #4
  
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  Linear Regression The Linear Model
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  4
  
  00:13:21
  
  Linear Regression The Linear Model
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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- 00:06:42
  
  #5
  
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  Linear Regression Optimization (1/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  5
  
  00:06:42
  
  Linear Regression Optimization (1/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:11:35
  
  #6
  
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  Linear Regression Optimization (2/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  6
  
  00:11:35
  
  Linear Regression Optimization (2/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:08:52
  
  #7
  
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  Linear Regression Optimization (3/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  7
  
  00:08:52
  
  Linear Regression Optimization (3/3)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:11:04
  
  #8
  
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  Basis Functions
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  8
  
  00:11:04
  
  Basis Functions
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:06:18
  
  #9
  
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  Logistic Regression Motivation
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  9
  
  00:06:18
  
  Logistic Regression Motivation
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:12
  
  #10
  
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  Logistic Regression The Logistic Model
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  10
  
  00:07:12
  
  Logistic Regression The Logistic Model
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:08:01
  
  #11
  
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  Logistic Regression Optimization
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  11
  
  00:08:01
  
  Logistic Regression Optimization
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:12:12
  
  #12
  
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  Overfitting & Underfitting
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
  12
  
  00:12:12
  
  Overfitting & Underfitting
  
  Prof. Dr. Björn Eskofier
  
  2022-10-14 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:06:11
  
  #1
  
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  Problem Statement (1/2)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  1
  
  00:06:11
  
  Problem Statement (1/2)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:05:47
  
  #2
  
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  Problem Statement (2/2)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  2
  
  00:05:47
  
  Problem Statement (2/2)
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:05:23
  
  #3
  
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  Optimization Intro
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  3
  
  00:05:23
  
  Optimization Intro
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:05:57
  
  #4
  
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  Optimization: Solution using Partial Derivatives
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  4
  
  00:05:57
  
  Optimization: Solution using Partial Derivatives
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:01:55
  
  #5
  
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  Optimization Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-12-01 Wintersemester 2022/2023
  
  5
  
  00:01:55
  
  Optimization Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-12-01 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:04:48
  
  #6
  
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  SVM Basis Functions
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  6
  
  00:04:48
  
  SVM Basis Functions
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:08:04
  
  #7
  
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  Intro to Kernel Trick
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  7
  
  00:08:04
  
  Intro to Kernel Trick
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:05:47
  
  #8
  
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  SVM Types of Kernels
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  8
  
  00:05:47
  
  SVM Types of Kernels
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:06:51
  
  #9
  
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  SVM Hard and Soft Margin
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  9
  
  00:06:51
  
  SVM Hard and Soft Margin
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:39
  
  #10
  
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  SVM Regression
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  10
  
  00:07:39
  
  SVM Regression
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:03:48
  
  #11
  
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  SVM Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  11
  
  00:03:48
  
  SVM Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:20
  
  #1
  
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  Intuition
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  1
  
  00:07:20
  
  Intuition
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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- 00:05:33
  
  #2
  
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  Mathematics 1
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  2
  
  00:05:33
  
  Mathematics 1
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:08
  
  #3
  
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  Mathematics 2
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  3
  
  00:07:08
  
  Mathematics 2
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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- 00:10:56
  
  #4
  
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  Applications
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  4
  
  00:10:56
  
  Applications
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  StudOn-Zugang
  
  Gesperrt clip
- 00:03:03
  
  #5
  
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  Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  5
  
  00:03:03
  
  Summary
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  StudOn-Zugang
  
  Gesperrt clip
- 00:09:32
  
  #1
  
  StudOn-Zugang
  
  Perceptron
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  1
  
  00:09:32
  
  Perceptron
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:46
  
  #2
  
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  Multilayer Perceptron
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  2
  
  00:07:46
  
  Multilayer Perceptron
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:10:43
  
  #3
  
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  Loss function
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  3
  
  00:10:43
  
  Loss function
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:10:10
  
  #4
  
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  Gradient Descent
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  4
  
  00:10:10
  
  Gradient Descent
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:07:11
  
  #5
  
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  Learning Process
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  5
  
  00:07:11
  
  Learning Process
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:10:35
  
  #6
  
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  Convolution
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  6
  
  00:10:35
  
  Convolution
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
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  Gesperrt clip
- 00:08:09
  
  #7
  
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  Pooling
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  7
  
  00:08:09
  
  Pooling
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  StudOn-Zugang
  
  Gesperrt clip
- 00:06:10
  
  #8
  
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  Applications
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  8
  
  00:06:10
  
  Applications
  
  Prof. Dr. Björn Eskofier
  
  2022-10-16 Wintersemester 2022/2023
  
  StudOn-Zugang
  
  Gesperrt clip

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