26 June | |
08:30 – 09:00 | Registration |
09:00 – 11:00 | Lecture 1. Intro to Data Science; Classical Statistical Inference; Regression: James-Stein Estimation and Ridge Regression, The Jackknife and the Bootstrap, Bootstrap Confidence Intervals, Sparse Modeling and the Lasso. Answers |
Lecturer: Dr. Christof Seliler | |
11:00 – 11:30 | Coffee Break |
11:30 – 13:00 | Lab 1. Regression in R |
Lecturer: Dr. Christof Seliler | |
13:00 – 14:00 | Lunch Break |
14:00 – 16:00 | Lecture 2. Classification: Decision Trees, Nearest Neighbour Classification, Logistic Regression, and Support Vector Machines |
Lecturer: Dr.ir. Kurt Driessens | |
16:00 – 16:15 | Coffee Break |
16:15 – 17:45 | Lab 2. Classification and Overfitting in Weka Answers |
Lecturer: Dr.ir. Kurt Driessens | |
27 June | |
09:00 – 11:00 | Lecture 3. Clustering: k-means, Hierarchical Clustering, DBSCAN, and Validation [ppt, pdf] |
Lecturer: Dr. Jerry Spanakis | |
11:00 – 11:30 | Coffee Break |
11:30 – 13:00 | Lab 3. Clustering in Weka Weka and Data for Lab 3 |
Lecturer: Dr. Jerry Spanakis | |
13:00 – 14:00 | Lunch Break |
14:00 – 16:00 | Lecture 4. Validation of Supervised Models: Hold-out Validation, Cross Validation, ROC Analysis; Feature Selection: Filters, Wrappers, Embedded Methods |
Lecturer: Dr. Enrique Hortal | |
16:00 – 16:15 | Coffee Break |
16:15 – 17:45 | Lab 4. Validation of Supervised Models and Feature Selection in Weka Data |
Lecturer: Dr. Enrique Hortal | |
28 June | |
09:00 – 11:00 | Lecture 5. Association Rule Mining: Apriori, Frequent Item Mining, Rule Generation |
Lecturer: Dr. Mirela Popa | |
11:00 – 11:30 | Coffee Break |
11:30 – 13:00 | Lab 5. Association rule mining Data |
Lecturer: Dr. Evgueni Smirnov | |
13:00 – 14:30 | Lunch Break |
14:30 – 16:00 | Lecture 6. Deep Learning: Classical Feedforward Neural Nets, Convolutional Neural Networks, Regularization, Recurrent Neural networks, and GANs |
Lecturer: Dr. Siamak Mehrkanoon | |
16:00 – 16:15 | Coffee Break |
16:15 – 17:45 | Lab 6. Deep Learning in Python |
Lecturer: Dr. Siamak Mehrkanoon |