AI Doctoral Academy Courses

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
• On-Demand
• 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
• On-Demand
• Free Video

Attention and Transformer Networks - Lecture 5

Dive into attention mechanisms and transformer networks in this focused deep learning lecture by Prof. Pitas.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Deep Learning - Lecture 1

Discover machine learning fundamentals in this comprehensive deep learning lecture by Prof. Pitas from the AI Doctoral Academy.

• YouTube
• 8 hours 33 minutes
• On-Demand
• Free Video

Deep Learning - Diffusion Models - Lecture 8

Explore diffusion models in this focused deep learning lecture covering advanced generative AI techniques and their practical applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Generative Adversarial Networks for Multimedia Content - Lecture 7

Explore Generative Adversarial Networks and their applications in creating multimedia content through advanced deep learning techniques.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Deep Learning - Large Language Models - Lecture 6

Explore Large Language Models in this comprehensive deep learning lecture by Prof. Pitas, covering key concepts and applications in modern AI systems.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Convolutional Neural Networks - Lecture 4

Dive into Convolutional Neural Networks fundamentals and applications in this comprehensive deep learning lecture by Prof. Pitas.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Deep Learning - Multilayer Perceptron and Backpropagation - Lecture 3

Master multilayer perceptrons and backpropagation algorithms in this focused deep learning lecture by Prof. Pitas from the AI Doctoral Academy.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Deep Learning - Artificial Neural Networks and Perceptron - Lecture 2

Discover artificial neural networks and perceptron fundamentals in this focused deep learning lecture by Prof. Pitas.

• YouTube
• 46 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

AI, Healthcare and the Era of Complexity

Explore how artificial intelligence transforms healthcare systems while navigating the challenges of increasing complexity in modern medical practice.

• YouTube
• 1 hour 6 minutes
• On-Demand
• 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
• On-Demand
• Free Video