The workshop is oriented to give an overview of the Machine Learning basic algorithms and its usefulness in topics related to SINFONIA project. During SINFONIA project several AI algorithms will be developed. This workshop will give an overview to machine learning and will help the project partners to increase their skills in the development of AI and deep learning algorithms.

Prior knowledge of Python programming language is welcome. Students should bring their own laptops.

Dates: 12.09.2022 – 16.09.2022
Schedule: 9:00 to 14:00 CEST
Venue: CESGA, Avenida de Vigo, s/n 15705 Santiago de Compostela, A Coruña, Spain. 42º52.539 N 8º33.196 W

Programme:

Monday, September 12 – Introduction to neural networks (5h).

  • Basic concepts
  • Methodology of Machine Learning projects
  • Classification and regression
  • Supervised training
  • More frequent APIs

Tuesday, September 13 – Deep Learning (5h).

    • Convolutional networks and deep networks.
    • Networks for temporal analysis: RNN / LSTM / GRU
  • Transfer Learning
  • Autoencoders

Wednesday, September 14 – Other algorithms (5h).

  • Support Vector Machines
  • Decision trees
  • Ensembles
  • Random Forest
  • AdaBoost / XGBoost
  • Naive Bayes
  • Reinforced learning

Thursday, September 15  

  • Clustering (2h).
    • Basic concepts
    • Unsupervised training
    • K-means / K-Modes / K-Prototypes
  • Advanced computational techniques (3h).
    • Parallel training
    • Best architecture and parametric search

Friday, September 16 – ML and exposure to ionizing radiation from medical imaging procedures (5h).

  • ML in X-ray imaging
  • ML on NM

The deadline for applications is July 29th, 2022. Confirmation of participation will be sent no later than August 12th, 2022.