Machine Learning Based Throughput Prediction for Serial Production Lines

The dataset was generated to represent SPL consisting of machines and intermediate buffers where machines have a transtion probability matrix and simulated from and buffers are defined by scalar value. Files above contains the generated data, simulated data, explored data where feature engineering as done results and the results after using ML to build ML models. Files ontain these ML models in the pickle file format Results of perfomance metrics are saved in the csv file format . Files containg plots