Materials Informatics 101 Virtual Course
Friday, October 8, 2021 | 9:00 AM EST - Monday, October 11, 2021 | 4:00 PM EST
Location: Virtual Via Georgia Tech Zoom | Cost: $10 Administrative Fee
Course Description: Informatics is the use of computational tools (e.g. AI, machine learning) to access and make sense of data. Materials Informatics has the potential to accelerate scientific inquiry and support novel insights. However, informatics tools are typically marketed to the biological sciences, financial sector, and “Big Tech”---it is not immediately clear how to use “cat-detector technology” to support serious materials science! This hands-on workshop will help material scientists use programming-based informatics tools to create reproducible data workflows, automate tedious data extraction, visualize data for exploration, and apply AI/ML models for predictive capabilities.
Topics Covered: (Coding) Python & Jupyter notebooks; (Data extraction) Tabula, WebPlotDigitizer; (Data handling) Pandas / Grama; (Visualization) Plotnine / Plotly; (Modeling) Over/under-fitting, cross-validation, domain of applicability, active learning.
Register at: https://tinyurl.com/DataMats101
Friday, 2021, October 8 - 9:00am to Monday, 2021, October 11 - 4:00pm
Virtual Via Georgia Tech Zoom