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taehojo/README.md

Taeho Jo, Ph.D ๐ŸŽ“


Assistant Professor at the Indiana University School of Medicine.

Research Interest: Early detection of Alzheimer's disease using AI/deep learning methods on genomic, multi-omics, and radiology data.


๐Ÿ“– Books by Taeho Jo

  • Deep Learning for Everyone - 3rd Edition (Code), Gilbut, 2022
  • Deep Learning for Everyone - 2nd Edition (Code), Gilbut, 2019
  • Deep Learning for Everyone - 1st Edition (Code), Gilbut, 2017
  • Cognitive Neuroscience (Book), Gilbut, 2022
  • Kaggle Data Analysis (Code), Gilbut, 2021
  • Deep Learning Workbook (Code, Book), Gilbut, 2018
  • What is Your Reason (Book, Brunch), A Certain Book, 2020

๐Ÿ”ฌ Research in Computational Biology with Machine Learning & Deep Learning

  • โžก๏ธ Details
    • Circular-SWAT for deep learning based diagnostic classification of Alzheimerโ€™s disease: Application to metabolome data (Code), (2023)
    • Deep learning-based identification of genetic variants: application to Alzheimerโ€™s disease classification (Code), (Paper)
    • Deep learning detection of informative features in tau PET for Alzheimer's disease classification (Paper)
    • Deep Learning in Alzheimer's Disease: Diagnostic Classification and Prognostic Prediction Using Neuroimaging Data (Paper)
    • Improving protein fold recognition by Deep Learning (Paper)
    • Improving protein fold recognition by Random Forest (Paper)

์•ˆ๋…•ํ•˜์„ธ์š” ์กฐํƒœํ˜ธ์ž…๋‹ˆ๋‹ค ๐Ÿ‘‹

๋จธ์‹ ๋Ÿฌ๋‹, ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•ด ์•Œ์ธ ํ•˜์ด๋จธ ์งˆ๋ณ‘์˜ ์กฐ๊ธฐ ์ง„๋‹จ์„ ์—ฐ๊ตฌํ•˜๋ฉฐ, ํ‹ˆํ‹ˆ์ด ์ฑ…์„ ์“ฐ๊ณ  ๋ฒˆ์—ญํ•ฉ๋‹ˆ๋‹ค โœ๏ธ

  • ๐Ÿ“– IT์ฑ…

  • ๐Ÿ”ฌ ์—ฐ๊ตฌ โžก๏ธ ์ž์„ธํžˆ

    • ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ์•Œ์ธ ํ•˜์ด๋จธ ๋ณ‘ ์›์ธ ๋Œ€์‚ฌ์ฒด ์‹๋ณ„ (์ฝ”๋“œ), (accepted, 2023)
    • ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ์•Œ์ธ ํ•˜์ด๋จธ ๋ณ‘ ์œ ์ „ ๋ณ€์ด ์‹๋ณ„ (์ฝ”๋“œ), (๋…ผ๋ฌธ)
    • ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ์•Œ์ธ ํ•˜์ด๋จธ ๋ณ‘ ์›์ธ ๋‹จ๋ฐฑ์งˆ ์ถ”์  (๋…ผ๋ฌธ)
    • ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ์•Œ์ธ ํ•˜์ด๋จธ ๋ณ‘ ์˜์ƒ ์ด๋ฏธ์ง€๋ฅผ ํ†ตํ•œ ์ง„๋‹จ (๋…ผ๋ฌธ)
    • ๋”ฅ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ๋‹จ๋ฐฑ์งˆ ์ ‘ํž˜ ์˜ˆ์ธก (๋…ผ๋ฌธ)
    • ๋จธ์‹ ๋Ÿฌ๋‹์„ ์ด์šฉํ•œ ๋‹จ๋ฐฑ์งˆ ์ ‘ํž˜ ์˜ˆ์ธก (๋…ผ๋ฌธ)
  • ๐Ÿ““ ์—์„ธ์ด

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  1. deeplearning deeplearning Public

    <๋ชจ๋‘์˜ ๋”ฅ๋Ÿฌ๋‹ ๊ฐœ์ • 3ํŒ> (๊ธธ๋ฒ—, 2022)์˜ ์†Œ์Šค์ฝ”๋“œ ๋ฐ ์‹ค์Šต ๋ฐ์ดํ„ฐ์ž…๋‹ˆ๋‹ค.

    Jupyter Notebook 86 153