September 5

Speaker/Activity Starts at Ends at
Adalberto Fazzio: Opening 9:15 9:30
Alexandre Reily: Simulating the properties of water and ice using neural networks
9:30 10:00
Coffee break 10:00 10:15
Edgar D. Zanotto: Machine learning-driven design of novel glasses  10:15 10:45
Juarez L. F. da Silva 10:45 11:15
Caetano R. Miranda: Machine Learning for materials: How I Learned To Stop Worrying And Love It  11:15 11:45
Lunch 11:45 14:00
Carlos A. M. Acosta 14:00 14:30
Daniel R. Cassar: Physics-informed deep neural network for predicting glass properties  14:30 15:00
James M. de Almeida: High-Entropy Alloys data mining 15:00 15:30
Felipe D. C. de Lima 15:30 16:00

September 6

Speaker/Activity Starts at Ends at
Amauri J. de Paula: Natural Language Processing enables a Data-Oriented Experimental Design Approach for Carbon Materials  9:30 10:00
Coffee break 10:00 10:15
Osvaldo N. de Oliveira Jr: Knowledge discovery in materials design and artificial intelligence-based diagnosis 10:15 10:45
Ronaldo Prati: Machine Learning in Materials Science: A bibliometric review  10:45 11:15
John Mauro: Decoding the Glass Genome 11:15 11:45
Lunch 11:45 14:00
Marina S. Leite: Automated Experimentation and Machine Learning for Perovskite Photovoltaics 14:00 14:30
TBA 14:30 15:00
Valtencir Zucolotto: The Convergence between Nano and Biotechnology: New Horizons for Materials Science and Engineering   15:00 15:30
Marcos G. Quiles: Supervised Variational Autoencoders for Molecular Design  15:30 16:00

September 7

Speaker/Activity Starts at Ends at
Tutorial 1:

Henrique Ferreira: High-Throughput ab initio Calculations with Python 

 

9:00 10:15
Coffee break 10:15 10:45
Tutorial 2:

Lucas Foppa: Hierarchical symbolic regression for identifying the key physical parameters correlated with materials properties Online 

10:45 12:00
Lunch 12:00 14:00
Tutorial 3:

Cibele Russo

14:00 15:15
Coffee break 15:15 15:45
Tutorial 4:

Gabriel R. Schleder:Introduction to Machine Learning for 2D Materials Discovery: stability, topology, and moiré twistronics 

15:45 17:00
Closing remarks:
Gustavo M. Dalpian
17:00 17:30