Oct 24, 2024 | 2022, diiP, Seminars + Hands-On Workshops
Shen LiangMay 18, 4 PM online (zoom) Follow Abstract This tutorial presents an overview of knowledge-guided data science, a rising methodology in machine learning which fuses data with domain knowledge. We will present numerous case studies on this methodology...
Oct 24, 2024 | 2022, diiP, Seminars + Hands-On Workshops
Shen LiangJune 15, 4 PMonline (zoom) Follow Abstract This tutorial provides an overview of two important and correlated (in many cases intersectional) topics in deep learning: transfer learning, and multi-task learning. Transfer learning focuses on...
Oct 24, 2024 | 2021, diiP, Seminars + Hands-On Workshops
Foula VagenaApril 13, 4 PMonline (zoom) Abstract Recurrent neural networks (RNNs) are a family of specialized neural networks for processing sequential data. They can scale to much longer sequences than would be practical for networks without sequence-based...
Oct 24, 2024 | 2021, diiP, Seminars + Hands-On Workshops
Foula VagenaDecember 15, 4pmonline (zoom) Abstract Ensemble learning is the process by which multiple models, such as classifiers or experts, are combined to solve a particular computational intelligence problem. Ensemble learning is primarily used to improve...
Oct 24, 2024 | 2022, diiP, Seminars + Hands-On Workshops
Foula VagenaJanuary 19, 4pmonline (zoom) Abstract Graph based data science lets us leverage the power of relationships and structure in data to improve model prediction and answer previously intractable questions. In this tutorial we will first introduce the...
Oct 24, 2024 | 2021, diiP, Seminars + Hands-On Workshops
Foula VagenaApril 7, 4pmonline (zoom) Abstract Data science is the area of study which involves extracting insights from data using various scientific methods, algorithms, and processes. In this tutorial we will explain the need for data science and provide an...
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