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This chapter illustrates high level overview of distinct DNA, RNA, and Protein sequence analysis tasks and provides an in-depth look at how AI is reshaping the field of sequence analysis. It provides a comprehensive information about distinct components of AI-driven pipelines such as representation learning, feature engineering, predictive modeling, and evaluation metrics.

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Exploration of AI-Driven Genomic and Proteomic Sequence Analysis Landscape

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  • 发表日期：

    2025年

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  • Muhammad Nabeel Asim,
  • Sheraz Ahmed,
  • Andreas Dengel

摘要

This chapter illustrates high level overview of distinct DNA, RNA, and Protein sequence analysis tasks and provides an in-depth look at how AI is reshaping the field of sequence analysis. It provides a comprehensive information about distinct components of AI-driven pipelines such as representation learning, feature engineering, predictive modeling, and evaluation metrics.