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TASKS.md

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Project tasks

We have several tasks to do:

  • EDA for DataSet.
  • Building a Logistic Regression model.
  • Building a CatBoost model.
  • Building a TensorFlow (Keras) model.
    • Basic scrip.
    • YAML config aproach.
  • Building PyTorch approach.
  • Cancating categorical and text features using TensorFlow.
  • Creating a Python CLI (Command-Line Interface) for interacting with the model.
    • Prdictor class.
      • Rewrite as abstract class.
    • CLI client.
    • Main script.
  • Refactoring 1.
  • Supporting Russian and Kazakh languages.
    • Kazakh and Russian lang. DataSets.
    • Language Classifier or tanslator.
    • New models.
  • Deployment
    • Poetry config.
    • Docker file.
  • Refactoring 2.
  • Integrating C# and Python.
  • Writing a C# Cake file for build automation.
  • Refactoring 3.
  • Build/Deploy/Setup instructions.