Introduction to Machine Learning 2021/2022 /CoursesID:2624

Detailed information

Most recent entry on 2022-02-10 

Organisational Unit

Lehrstuhl für Informatik 5 (Mustererkennung)

Recording type

Vorlesungsreihe

Language

English

The goal of this lecture is to familiarize the students with the overall pipeline of a Pattern Recognition System. The various steps involved from data capture to pattern classification are presented. The lectures start with a short introduction, where the nomenclature is defined. Analog to digital conversion is briefly discussed with a focus on how it impacts further signal analysis. Commonly used preprocessing methods are then described. A key component of Pattern Recognition is feature extraction. Thus, several techniques for feature computation will be presented including Walsh Transform, Haar Transform, Linear Predictive Coding, Wavelets, Moments, Principal Component Analysis and Linear Discriminant Analysis. The lectures conclude with a basic introduction to classification. The principles of statistical, distribution-free and nonparametric classification approaches will be presented. Within this context we will cover Bayesian and Gaussian classifiers. The accompanying exercises will provide further details on the methods and procedures presented in this lecture with particular emphasis on their application.

Course chapters

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Introduction
Dr.-Ing. Vincent Christlein
2021-10-20
IdM-login
01:17:10
2
Week 0
Dr.-Ing. Vincent Christlein
2021-10-27
IdM-login
01:32:40
3
Week 1
Dr.-Ing. Vincent Christlein
2021-11-03
IdM-login
01:21:10
4
Week 2
Dr.-Ing. Vincent Christlein
2021-11-10
IdM-login
01:26:06
5
Week 3
Dr.-Ing. Vincent Christlein
2021-11-17
IdM-login
01:19:25
6
Week 4
Dr.-Ing. Vincent Christlein
2021-11-24
IdM-login
01:33:19
7
Week 5
Dr.-Ing. Vincent Christlein
2021-12-01
IdM-login
01:24:38
8
Week 6
Dr.-Ing. Vincent Christlein
2021-12-08
IdM-login
01:29:26
9
Week 7
Dr.-Ing. Vincent Christlein
2021-12-15
IdM-login
01:27:29
10
Week 8
Dr.-Ing. Vincent Christlein
2021-12-22
IdM-login
01:26:36
11
Week 9
Dr.-Ing. Vincent Christlein
2022-01-12
IdM-login
01:26:07
12
Week 10
Dr.-Ing. Vincent Christlein
2022-01-19
IdM-login
01:16:33
13
Week 11
Dr.-Ing. Vincent Christlein
2022-01-26
IdM-login
01:15:35
14
Week 12
Dr.-Ing. Vincent Christlein
2022-02-02
IdM-login
01:12:23
15
Week 13
Dr.-Ing. Vincent Christlein
2022-02-09
IdM-login
01:35:37
Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Week 0
Dr.-Ing. Vincent Christlein
2021-10-21
IdM-login
00:47:35
2
Week 1
Dr.-Ing. Vincent Christlein
2021-10-28
IdM-login
00:25:38
3
Week 2
Dr.-Ing. Vincent Christlein
2021-11-04
IdM-login
00:25:11
4
Week 4
Dr.-Ing. Vincent Christlein
2021-11-18
IdM-login
00:46:54
5
Week 5
Dr.-Ing. Vincent Christlein
2021-12-02
IdM-login
00:15:04
6
Week 6
Dr.-Ing. Vincent Christlein
2021-12-09
IdM-login
00:36:32
7
Week 7
Dr.-Ing. Vincent Christlein
2021-12-16
IdM-login
00:15:10
8
Week 8
Dr.-Ing. Vincent Christlein
2021-12-23
IdM-login
00:13:28
9
Week 9
Dr.-Ing. Vincent Christlein
2022-01-13
IdM-login
00:18:59
10
Week 10
Dr.-Ing. Vincent Christlein
2022-01-20
IdM-login
00:20:19
12
Week 12
Dr.-Ing. Vincent Christlein
2022-02-10
IdM-login
00:27:46

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