Introduction to Machine Learning 2021/2022 /KursID:2624
- Letzter Beitrag vom 2022-02-10

Einrichtung

Lehrstuhl für Informatik 5 (Mustererkennung)

Aufzeichnungsart

Vorlesungsreihe

Sprache

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.

Kurskapitel

Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Introduction
Dr.-Ing. Vincent Christlein
2021-10-20
IdM-Anmeldung
01:17:10
2
Week 0
Dr.-Ing. Vincent Christlein
2021-10-27
IdM-Anmeldung
01:32:40
3
Week 1
Dr.-Ing. Vincent Christlein
2021-11-03
IdM-Anmeldung
01:21:10
4
Week 2
Dr.-Ing. Vincent Christlein
2021-11-10
IdM-Anmeldung
01:26:06
5
Week 3
Dr.-Ing. Vincent Christlein
2021-11-17
IdM-Anmeldung
01:19:25
6
Week 4
Dr.-Ing. Vincent Christlein
2021-11-24
IdM-Anmeldung
01:33:19
7
Week 5
Dr.-Ing. Vincent Christlein
2021-12-01
IdM-Anmeldung
01:24:38
8
Week 6
Dr.-Ing. Vincent Christlein
2021-12-08
IdM-Anmeldung
01:29:26
9
Week 7
Dr.-Ing. Vincent Christlein
2021-12-15
IdM-Anmeldung
01:27:29
10
Week 8
Dr.-Ing. Vincent Christlein
2021-12-22
IdM-Anmeldung
01:26:36
11
Week 9
Dr.-Ing. Vincent Christlein
2022-01-12
IdM-Anmeldung
01:26:07
12
Week 10
Dr.-Ing. Vincent Christlein
2022-01-19
IdM-Anmeldung
01:16:33
13
Week 11
Dr.-Ing. Vincent Christlein
2022-01-26
IdM-Anmeldung
01:15:35
14
Week 12
Dr.-Ing. Vincent Christlein
2022-02-02
IdM-Anmeldung
01:12:23
15
Week 13
Dr.-Ing. Vincent Christlein
2022-02-09
IdM-Anmeldung
01:35:37
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Week 0
Dr.-Ing. Vincent Christlein
2021-10-21
IdM-Anmeldung
00:47:35
2
Week 1
Dr.-Ing. Vincent Christlein
2021-10-28
IdM-Anmeldung
00:25:38
3
Week 2
Dr.-Ing. Vincent Christlein
2021-11-04
IdM-Anmeldung
00:25:11
4
Week 4
Dr.-Ing. Vincent Christlein
2021-11-18
IdM-Anmeldung
00:46:54
5
Week 5
Dr.-Ing. Vincent Christlein
2021-12-02
IdM-Anmeldung
00:15:04
6
Week 6
Dr.-Ing. Vincent Christlein
2021-12-09
IdM-Anmeldung
00:36:32
7
Week 7
Dr.-Ing. Vincent Christlein
2021-12-16
IdM-Anmeldung
00:15:10
8
Week 8
Dr.-Ing. Vincent Christlein
2021-12-23
IdM-Anmeldung
00:13:28
9
Week 9
Dr.-Ing. Vincent Christlein
2022-01-13
IdM-Anmeldung
00:18:59
10
Week 10
Dr.-Ing. Vincent Christlein
2022-01-20
IdM-Anmeldung
00:20:19
12
Week 12
Dr.-Ing. Vincent Christlein
2022-02-10
IdM-Anmeldung
00:27:46

Mehr Kurse von Dr.-Ing. Vincent Christlein

Maier, Andreas
Dr.-Ing. Vincent Christlein
Vorlesung
2020-02-04
Frei
Schloss1
Dr.-Ing. Vincent Christlein
2021-07-26
Frei / IdM-Anmeldung
Schloss1
Dr.-Ing. Vincent Christlein
Vorlesung
2021-02-11
IdM-Anmeldung / Studon
Schloss1
Dr.-Ing. Vincent Christlein
Vorlesung
2023-07-21
IdM-Anmeldung
Maier, Andreas
Dr.-Ing. Vincent Christlein
Vorlesung
2019-07-25
Frei