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RNA Folding - Machine Learning

RNA Folding - Machine Learning

Developed a machine learning model to predict RNA sequence folding patterns and base pair matching.

Sep 2024 — Dec 2024
completed
Machine LearningPythonRNABioinformaticsNeural Networks
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Overview

Course project for Evolutionary Algorithm and Machine Learning course focusing on RNA folding prediction.

Problem Statement

Given a set of random RNA sequences, predict how each sequence will fold and determine which nucleotides can pair with each other in 3D space.

Approach

  • Developed custom ML model for sequence analysis
  • Trained on known RNA folding patterns
  • Predicted base pair probabilities
  • Validated against known structures