Schedule

Provisional schedule

 

Time

 

(MS Teams)

Session 1:  Introduction

Led by: Dr Ovidiu Șerban

08:00 – 09:30

Content

  • Introduction to Machine Learning and AI
  • Data management, curation, and quality measurements
  • A guide to good practices in Machine Learning
  • Q&A

10:00 – 11:00

Tutorial 1

 

Time

 

(MS Teams)

Session 2: Training your model: pre-processing, sampling, and the loss function

Led by: Dr Ovidiu Șerban

08:00 – 09:30

Content

  • A discussion about various data types and feature representation
  • Sampling strategies
  • Definition of the loss function and impact on the overall training process
  • Q&A

10:00 – 11:00

Tutorial 2

 

Time

 

(MS Teams)

Session 3: Computer vision and applications (1)

Led by: Dr Wenjia Bai

08:00 – 09:30

Content

  • Supervised and unsupervised image classification
  • Image segmentation
  • Latest advances in computer vision
  • Q&A

 

Time

 

(MS Teams)

Session 4: Computer vision and applications (2)

Led by: Dr Wenjia Bai

08:00 – 09:30

Content

  • Applications to healthcare
  • Large-scale medical imaging data analysis
  • Q&A

10:00 – 11:00

Tutorial 3

  

Time

 

(MS Teams)

Session 5: Text processing

Led by: Dr Ovidiu Șerban

08:00 – 09:30

Content

  • Document representation
  • Transformer-based models for document representation
  • Task definition for various text processing problems
  • Data visualisation techniques for model performance
  • Q&A

10:00 – 11:00

Tutorial 4

 

Time

 

(MS Teams)

Session 6: Data Learning (1)

Led by: Dr Rossella Arcucci

08:00 – 09:30

Content

  • Uncertainty quantification, backward error analysis and propagation of errors in data-driven models
  • Data Assimilation for uncertainty minimization and data learning for effectively merging heterogeneous data
  • Q&A

 

Time

 

(MS Teams)

Session 7: Data Learning (2)

Led by: Dr Rossella Arcucci

08:00 – 09:30

Content

  • Data Reduction, data compression and optimal data selection.
  • Data Learning for big-data problems from real-world applications.
  • Q&A

10:00 – 11:00

Tutorial 5

 

Time

 

(MS Teams)

 

Session 8: Project Presentations

Led by: Dr Ovidiu Șerban

 

08:00 – 10:00

Content

  • Group project presentations
  • Q&A and feedback
  • Announcement of winning project group.