AI Doctoral Academy Courses

Crowding Out the Truth: A Simple Model of Misinformation

Explore a theoretical framework examining how misinformation spreads and impacts truth in digital spaces through computational modeling and political analysis.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

AI and Computational Politics - Symposium 2023

Explore the intersection of AI and political systems, examining computational propaganda, equity implications, and methodological approaches for analyzing modern political landscapes.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Generative Models: Controllable Generation and Learning

Dive into advanced generative AI models with Prof. Patras, exploring controllable generation techniques and learning mechanisms for creating more precise and manageable AI-generated content.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

3D Computer Vision for Animals - Lecture 28

Explore cutting-edge techniques in 3D computer vision applied to animal modeling and analysis through an expert lecture on advanced AI applications for understanding animal forms and movement.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

From Handcrafted to End-to-End Learning and Back: A Journey Through Multi-Object Tracking Paradigms

Explore the evolution of multi-object tracking paradigms, from tracking-by-detection to end-to-end learning approaches, examining their effectiveness and current state-of-the-art status.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Methodology for Forecasting Election Results from Tweets

Discover advanced techniques for analyzing social media data to predict election outcomes using computational methods and Twitter sentiment analysis.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

From Forecasting Human Behavior to Forecasting Extreme Weather and Climate Events - Lecture 44

Explore cutting-edge AI applications in forecasting, from predicting human behavior patterns to analyzing extreme weather events and climate phenomena with Prof. Dr. Juergen Gall.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

LLMs for More Reliable Small Data Learning - Lecture 43

Explore how Large Language Models can enhance learning from limited datasets, focusing on reliability and effectiveness in small data scenarios with Prof. Sean Gong.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Geometric Deep Learning and Its Application for Multimedia - Lecture 42

Explore geometric deep learning principles and their practical applications in multimedia processing through expert insights and real-world examples.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

How to Train Large Scale 3D Human Foundation Models - Lecture 45

Discover advanced techniques for training large-scale 3D human foundation models in AI, covering key methodologies and implementation strategies with Prof. Dr. Gerard Pons-Moll.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Text-Driven 3D Human Motion Synthesis - Lecture 39

Explore cutting-edge techniques for synthesizing 3D human motion using text inputs in this advanced AI lecture by Prof. Gül Varol on motion synthesis technology.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

Human-Centered AI for Autonomous Vehicles

Explore human-centered AI principles and their application in developing safer, more intuitive autonomous vehicle systems and user interfaces.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Electrical Infrastructure Inspection

Discover AI-powered methods for inspecting electrical infrastructure systems with Dr. Vasileios Mygdalis in this specialized 30-minute lecture.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Elongated Object Detection, Segmentation and Tracking

Master advanced computer vision techniques for detecting, segmenting, and tracking elongated objects in real-world applications.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Decentralized DNN Architectures

Explore decentralized deep neural network architectures for cloud and edge computing applications in big data analytics and machine learning systems.

• YouTube
• 40 minutes
• Self-Paced
• Free Video