SAIL - Split AI Lab School of Machine Learning and Data Science
from
Monday 26 May 2025 (09:00)
to
Friday 6 June 2025 (19:00)
Monday 26 May 2025
09:00
Welcome
Welcome
09:00 - 09:30
09:30
Introduction to ML
Introduction to ML
09:30 - 10:30
10:30
Statistics I
Statistics I
10:30 - 11:45
10:45
Coffee break
Coffee break
10:45 - 11:00
11:45
Statistics II
Statistics II
11:45 - 12:30
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Installation of nec. packages
Installation of nec. packages
13:30 - 14:00
14:00
Preprocessing I
Preprocessing I
14:00 - 15:00
15:00
kNN
kNN
15:00 - 16:00
15:30
Coffee break
Coffee break
15:30 - 15:45
16:00
kNN Hands-on
kNN Hands-on
16:00 - 17:00
Tuesday 27 May 2025
09:00
Metrics and Evaluation I
Metrics and Evaluation I
09:00 - 11:00
10:45
Coffee break
Coffee break
10:45 - 11:00
11:00
Bayes
Bayes
11:00 - 12:30
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Hands-on
Hands-on
13:30 - 14:30
14:30
Feature selection
Feature selection
14:30 - 15:30
15:30
Hands-on
Hands-on
15:30 - 17:00
15:35
Coffee break
Coffee break
15:35 - 15:50
17:15
Coffee and Cake
Coffee and Cake
17:15 - 19:15
Wednesday 28 May 2025
09:00
Metrics and Evaluation II
Metrics and Evaluation II
09:00 - 10:30
10:30
Decision Trees
Decision Trees
10:30 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Random Forest
Random Forest
13:30 - 15:00
15:00
Random Forest Hands-on
Random Forest Hands-on
15:00 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Thursday 29 May 2025
09:00
Regression
Regression
09:00 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Regularization
Regularization
13:30 - 16:00
15:30
Coffee break
Coffee break
15:30 - 15:45
16:00
Regression methods Hands-on
Regression methods Hands-on
16:00 - 17:00
17:30
Dinner
Dinner
17:30 - 19:30
Friday 30 May 2025
09:00
Dimensionality Reduction
Dimensionality Reduction
09:00 - 10:30
10:30
Feature Engineering
Feature Engineering
10:30 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Dimensionality Hands-on
Dimensionality Hands-on
13:30 - 15:00
15:00
ML project I: Data handling
ML project I: Data handling
15:00 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Saturday 31 May 2025
09:00
ML project II: Supervised learning
ML project II: Supervised learning
09:00 - 11:15
10:45
Coffee break
Coffee break
10:45 - 11:00
11:15
ML project III: Supervised learning
ML project III: Supervised learning
11:15 - 12:30
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Nonlinear Regression
Nonlinear Regression
13:30 - 15:45
15:30
Coffee break
Coffee break
15:30 - 15:45
15:45
Nonlinear Regression Hands-on
Nonlinear Regression Hands-on
15:45 - 17:00
Sunday 1 June 2025
11:00
Excursion
Excursion
11:00 - 18:00
Monday 2 June 2025
09:00
k-Means, DBSCAN
k-Means, DBSCAN
09:00 - 11:00
10:45
Coffee break
Coffee break
10:45 - 11:00
11:00
Clustering Hands-on
Clustering Hands-on
11:00 - 12:30
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Clustering Hands-on
Clustering Hands-on
13:30 - 14:30
14:30
Ensembles
Ensembles
14:30 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Tuesday 3 June 2025
09:00
Pattern search
Pattern search
09:00 - 10:00
10:00
Pattern search Hands-on
Pattern search Hands-on
10:00 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
ML project IV: Unsupervised learning
ML project IV: Unsupervised learning
13:30 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Wednesday 4 June 2025
09:00
Kernel methods
Kernel methods
09:00 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Introduction to Neural Networks
Introduction to Neural Networks
13:30 - 15:00
15:00
Neural Networks Optimization Algorithms
Neural Networks Optimization Algorithms
15:00 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Thursday 5 June 2025
09:00
CNN, RNN, LSTM
CNN, RNN, LSTM
09:00 - 12:00
10:45
Coffee break
Coffee break
10:45 - 11:00
12:00
Fine tuning Neural Networks
Fine tuning Neural Networks
12:00 - 12:30
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Deep learning Hands-on
Deep learning Hands-on
13:30 - 15:00
15:00
ML project V: Deep learning
ML project V: Deep learning
15:00 - 17:00
15:30
Coffee break
Coffee break
15:30 - 15:45
Friday 6 June 2025
09:00
ML project VI: Deep learning
ML project VI: Deep learning
09:00 - 10:30
10:30
Exam: full ML project
Exam: full ML project
10:30 - 12:30
10:45
Coffee break
Coffee break
10:45 - 11:00
12:30
Lunch break
Lunch break
12:30 - 13:30
13:30
Technical Imnterview
Technical Imnterview
13:30 - 15:00
15:00
Closing ceremony
Closing ceremony
15:00 - 18:00