Category Particle/String/Cosmology
Event Duration 2021-07-16 - 2021-07-18
Conference Name 2021 NCTS Machine Learning Summer School
Content 這個暑期學校將針對對應用機器學習在物理上感到興趣的大學生或研究生提供簡明但有系統的機器學習課程。課程中將邀請相關領域的專家講授,並同時強調基本理論與實際動手操作的能力。三天的課程裡將包含以下的主題 – Basic concepts of machine learning – Linear and logistic regression problems – Supervised learning methods: Support vector machine and tree-based models – Foundations of deep learning – Hyperparameter tuning, regularization and optimization – Convolutional neural networks – Unsupervised learning methods: Dimension reduction and clustering
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