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DNA Sequence Machine Learning Classifier

A website to predict whether a DNA sequence is a promoter or not.

Description

This is a DNA Sequence classifier deployed on a website using React and FastAPI. It relies on a model as the backend logic to output to the user whether a DNA sequence is a promoter or not. The model, programmed with the scikit library, was trained on the Molecular Biology Promoter Gene Sequences dataset (from UCI Machine Learning Repository). Additionally, this model has reached a 95% accuracy in test sets on 6-mer sequences.

Tech Stack

  • Frontend: React, Vite, TailwindCSS
  • Backend: Python, FastAPI, scikit-learn

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Running on Docker

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