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Freeze Casting - Porosity Prediction

Database

The data used in this project is obtained from freezecasting.net : http://www.freezecasting.net/downloads.html

The schema xml file was downloaded and loaded with phpmyAdmin in a mysql database.

After loading the schema in to MySQL and connectin to python. The features of interest are loaded into a pandas dataframe, following the sql queries from the notebook in http://www.freezecasting.net/downloads.html

The dataframe was filtered and saved as csv in data folder.

Training

Training examples and results are displayed in train.ipynb.

Trained models are saved in temp_models folder.

Train pipeline configuration is defined at custom_models.py

Grid search params are defined in grid_search_params.py

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Freeze casting data analysis and machine learning modelling. Data source from: freezecasting.net

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