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BioProteinAI

BioProteinAI is a bioinformatics machine learning project that predicts protein subcellular localization from amino acid sequences.

Goal

The model predicts whether a protein is likely to be localized in the nucleus or cytoplasm.

Methods

  • Protein sequence feature extraction
  • Amino acid composition analysis
  • Molecular weight
  • Isoelectric point
  • GRAVY score
  • Instability index
  • Random Forest classifier
  • Streamlit dashboard

Technologies

  • Python
  • Biopython
  • Pandas
  • Scikit-learn
  • Streamlit

How to Run

pip install -r requirements.txt

streamlit run app/streamlit_app.py

About

Protein localization prediction using Python, Biopython, and Machine Learning

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