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Esri-LSTM Project

This repo is a documentation for GPS Tech Team's work on Esri's GIS event sequence data. The goal is to get a working predictor for the 1.46GB dataset.

The Repo includes following components:

Notebooks:

  1. Notebook to preprocess the dataset and get n-item sequence
  2. Notebook to downsize categorical features, perform EDA, and train LSTM model
  3. Notebook to submit machine learning training job to cluster

Code:

  1. Pipeline for training in Azure Machine Learning Studio, with custom metric logs

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Sequence preprocessing and LSTM model training

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