The listed learning units belong to the course Big Data Analytics. Do you want to access all course content?
Woche 1
Woche 2
2.1 Basics in Statistics
Video
2.1 Basics in Statistics
Self-test
2.2 Probability Theory
Video
2.2 Probability Theory
Self-test
2.3 Clustering
Video
2.3 Clustering
Self-test
2.4 k-Means Clustering
Video
2.4 k-Means Clustering
Self-test
2.5 Clustering Evaluation
Video
2.5 Clustering Evaluation
Self-test
Hausaufgabe Woche 2
Graded Test
Lesematerial
Text
Woche 3
3.1 Density-based Clustering
Video
3.1 Density-based Clustering
Self-test
3.2 Hierarchical Clustering
Video
3.2 Hierarchical Clustering
Self-test
3.3 Density-based hierarchical clustering
Video
3.3 Density-based hierarchical clustering
Self-test
3.4 Classification
Video
3.4 Classification
Self-test
3.5 Decision trees
Video
3.5 Decision trees
Self-test
3.6 Decision tree pruning
Video
Hausaufgabe Woche 3
Graded Test
Lesematerial
Text
Woche 4
4.1 Nearest Neighbour Classification
Video
4.1 Nearest Neighbour Classification
Self-test
4.2 Bayesian Classifier - Teil 1
Video
4.3 Bayesian Classifier - Teil 2
Video
4.3 Bayesian Classifier
Self-test
4.4 Linear Classifier
Video
4.5 Support Vector Machines
Video
4.5 Support Vector Machines
Self-test
4.6 Ensemble Classification
Video
4.6 Ensemble Classification
Self-test
Lesematerial
Text
Hausaufgabe Woche 4
Graded Test
Woche 5
5.1 Frequent Itemset Mining
Video
5.1 Frequent Itemset Mining
Self-test
5.2 Apriori Algorithm
Video
5.2 Apriori Algorithm
Self-test
5.3 Frequent Pattern Tree
Video
5.3 Frequent Pattern Tree
Self-test
5.4 Frequent Pattern Growth
Video
5.4 Frequent Pattern Growth
Self-test
5.5 Maximal Frequent Itemsets
Video
5.5 Maximal Frequent Itemsets
Self-test
5.6 Association Rules
Video
5.6 Association Rules
Self-test
Hausaufgabe Woche 5
Graded Test
Bonusaufgabe
Bonus Test
Lesematerial
Text
Woche 6
6.1 Outlier Mining
Video
Outlier Mining
Self-test
6.2 Distance-based Outlier Mining
Video
Distance-Based Outlier Mining
Self-test
6.3 Density-based Outlier Mining
Video
Density-Based Outlier Mining
Self-test
6.4 Subspace Mining
Video
Subspace Mining
Self-test
6.5 Stream Mining
Video
6.6 Graph Mining
Video
Stream & Graph Mining
Self-test
6.7 M. Sc. Data Engineering
Video
Hausaufgabe Woche 6
Graded Test
Lesematerial
Text