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Foula Vagena – Deep Learning for Sequential Data: Models and Applications

Foula Vagena – Deep Learning for Sequential Data: Models and Applications

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...
Foula Vagena – Ensemble Learning: Theory and Techniques

Foula Vagena – Ensemble Learning: Theory and Techniques

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...
Foula Vagena – Data Science: A high level overview

Foula Vagena – Data Science: A high level overview

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...
Foula Vagena – Deep Learning: An overview using Multi Layer Perceptrons (MLPs)

Foula Vagena – Deep Learning: An overview using Multi Layer Perceptrons (MLPs)

Oct 24, 2024 | 2021, diiP, Seminars + Hands-On Workshops

Foula VagenaJune 2, 4pmonline (zoom)   Abstract Deep Learning (DL for short) is a field of machine learning that is concerned with algorithms based on (artificial) neural networks and representation learning. The quintessential example of a deep learning model is...
Foula Vagena – Convolutional Neural Networks: An Overview and Applications

Foula Vagena – Convolutional Neural Networks: An Overview and Applications

Oct 24, 2024 | 2021, diiP, Seminars + Hands-On Workshops

Foula VagenaJuly 7, 4pmonline (zoom)   Abstract Convolutional neural networks (CNNs), are a specialized kind of neural network for processing data that has a known, grid-like topology. Examples include time-series data, which can be thought of as a 1D grid taking...
Kimon Drakopoulos – Deploying a Data-Driven COVID-19 Screening Policy

Kimon Drakopoulos – Deploying a Data-Driven COVID-19 Screening Policy

Oct 23, 2024 | 2021, diiP, Distinguished Lectures

Kimon Drakopoulos May 5, 2021, at 4 PM  Online (Zoom)   Abstract   In collaboration with the Greek government, we designed and deployed a nation-wide COVID-19 screening protocol for travelers to Greece. The goals of the protocol were to combine limited...
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