Certification
Online Course
Tutorial/How To/Guides
AI Science and Engineering: A new scientific discipline? Lecture
No matter their exact form, AI Science and Engineering and its sister disciplines have many great challenges to address. Here is a partial list:
Case studies
White paper
A survey of manifold learning and its applications for multimedia, Hannes Fassold, Proc. ICVSP, 2023
The survey paper gives an introduction into manifold learning and how it is employed for important application fields (similarity search, image classification, synthesis & enhancement, video analysis, 3D data processing, nonlinear dimensio
Certification
Online Course
Tutorial/How To/Guides
AI, System Complexity, Life, Intelligence and Environment
This lecture overviews the relation between matter and system complexity on one hand and Life, Intelligence and Environment on the other one. First the theoretical tools (systems, graph and network theory) are overviewed.
Other
3D-Flood Dataset
The Aristotle University of Thessaloniki (hereinafter, AUTH) created the dataset ‘3D-Flood’, within the context of the project TEMA that was funded by the European Commission-European Union [Grant Agreement number: 101093003; start date: 01/12/202
Other
AUTH UAV Gesture Dataset
AUTH has created the "AUTH UAV Gesture Dataset" in the context of the “AERIAL-CORE” collaborative project, funded from the European Union's Horizon 2020 research and innovation programme.
Article/Books/eBooks
Speech and Language Processing
Here's our Jan 7, 2023 draft! This draft is mostly a bug-fixing and restructuring release, there are no new chapters.
Certification
Online Course
Video/Webinars
Keep on learning without forgetting
This resource corresponds to 1st video from the AI Excellence Lecture Series.
Certification
Online Course
Tutorial/How To/Guides
Course on Continual Learning (given at ESSAI 2023)
5 lectures on continual learning, given at ESSAI 2023.
Case studies
White paper
Lecture notes on reinforcement learning
Reinforcement learning is an appealing subject. Firstly, it is a very general concept: an agent interacts with an environment with the goal to maximize
Article/Books/eBooks
Algorithms with Julia
This book provides an introduction to modern topics in scientific computing and machine learning, using JULIA to illustrate the efficient implementation of algorithms.
Case studies
White paper
Tutorial paper on Deep Learning for Graphs
The adaptive processing of graph data is a long-standing research topic that has been lately consolidated as a theme of major interest in the deep learning community.