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Novozymes Enzyme Stability Prediction

Novozymes Kaggle XGBoost PyTorch

This repository contains the 21st place solution for the Novozymes Enzyme Stability Prediction competition. The goal of the competition is to help identify thermostable mutations in enzymes.

Table of Contents

About

This repository contains the 21st place solution for the Novozymes Enzyme Stability Prediction competition. The solution is based on the idea "Representation Is All You Need."

final-stage

For more information about the competition, idea, experiments, and results, see the discussion here.

Codeflow

The solution is divided into three stages:

  1. ThermoNet predictions.
  2. Extract representations and XGBoost predictions.
  3. Ensemble with different features.

Workspace

The code and solution were developed in a Kaggle notebook.

Dataset

The dataset used in this competition is from the Kaggle competition itself.

Kaggle Link

Find more about the solution and the code at Kaggle@elcaiseri.