Machine Learning for Engineers I [SerienID : 3261]
StudOn Link

Semester

Wintersemester 2022/2023

Lehrenden

Prof. Dr. Björn Eskofier Prof. Dr. Björn Eskofier

Zugang via

StudOn-Zugang

aktualisiert

2024-08-19 16:59:01

Abonnements

18

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