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    2021 Korea Astronomy Machine Learning

    6 April 2021
    University of Seoul, NSRI(Natural Science Research Institute)
    Asia/Seoul timezone

    Inkyu Park / David Parkinson / Sungwook E. Hong

    Lecture List

    6 out of 6 displayed
    1. 31. Welcome Remark (David Parkinson & Inkyu Park)
      06/04/2021, 13:30
    2. 32. Applications of Machine Learning Algorithms and their Challenges in Astronomy
      Minsu Shin
      06/04/2021, 13:35

      Astronomy has a long history of exploiting modern hardware architectures and algorithms in its data analysis research. The most recent trend includes applications of cutting-edge machine learning algorithms. In this talk, I will introduce several application cases of machine learning algorithms, focusing on data science with big survey data, and some challenges and problems in these...

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    3. 33. Gaussian Process Regression in Cosmology
      Ryan Keeley
      06/04/2021, 14:25

      Gaussian process regression is a data driven statistical tool that is useful for both reconstructions and model selection. Especially in this era of precision cosmology where tensions abound, this example of model-independent statistical methods can be crucial for identifying the new physics or systematics that is the explanation for the tensions. In this talk I will review the formalism of...

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    4. 34. Break
      06/04/2021, 15:15
    5. 35. Discussion #1 : Summary of previous KAML projects
      06/04/2021, 15:30
    6. 36. Discussion #2 : New KAML collaborational projects
      06/04/2021, 16:15