Machine Learning for Engineers I 2022/2023 /CoursesID:3261
- Most recent entry on 2022-12-01

Lecturer

Prof. Dr. Björn Eskofier

Organisational Unit

Lehrstuhl für Maschinelles Lernen und Datenanalytik

Recording type

Vorlesungsreihe

Via

Studon

Language

Course chapters

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