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💡[Feature]: Add DNA CLASSIFICATION #331

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pavitraag opened this issue Jul 28, 2024 · 1 comment · Fixed by #342
Closed
4 tasks done

💡[Feature]: Add DNA CLASSIFICATION #331

pavitraag opened this issue Jul 28, 2024 · 1 comment · Fixed by #342
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enhancement New feature or request gssoc Associated with GSSOC level2

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@pavitraag
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Is there an existing issue for this?

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Feature Description

This feature involves implementing a DNA classification system using machine learning. The objective is to classify DNA sequences as either promoters (sequences that initiate the transcription process) or non-promoters. The dataset consists of 106 DNA sequences with 57 sequential nucleotides, sourced from the UCI Machine Learning Repository. The process includes data preparation, transformation, and the application of various machine learning algorithms to achieve accurate classification.

Use Case

  • Improving Classification Accuracy: Utilizing advanced machine learning techniques to achieve higher accuracy in DNA sequence classification.
  • Automating DNA Classification: Automating the process of identifying promoter and non-promoter sequences, which is crucial for genetic research and bioinformatics.
  • Providing Insights: Offering valuable insights into the effectiveness of different machine learning algorithms for bioinformatics applications.

By implementing this DNA classification system, researchers and practitioners can streamline the analysis of DNA sequences, enabling faster and more accurate genetic studies.

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High

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  • I have read the Contributing Guidelines
  • I'm a GSSOC'24 contributor
  • I want to work on this issue
@pavitraag pavitraag added the enhancement New feature or request label Jul 28, 2024
@TAHIR0110 TAHIR0110 added level2 gssoc Associated with GSSOC labels Jul 31, 2024
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@pavitraag assigned!

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Labels
enhancement New feature or request gssoc Associated with GSSOC level2
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