AI Doctoral Academy Courses

Fueling AI Research with IEEE DataPort - Best Practices in Data Management and Sharing

Discover best practices for AI research data management and sharing using IEEE DataPort platform with expert guidance from Dr. Anjali Diwan.

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

Robust Visual Recognition

Discover cutting-edge techniques for building resilient computer vision systems that maintain accuracy under challenging real-world conditions and adversarial attacks.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Quantitatively Assessing Explainable AI for Deep Neural Networks

Explore quantitative methods for evaluating explainable AI techniques in deep neural networks through Dr. Zullich's comprehensive 3+ hour lecture from AIDA AICET2025.

• YouTube
• 3 hours 24 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Hybrid and Causal Machine Learning in the Earth Sciences - Lecture 36

Explore hybrid and causal machine learning applications in Earth sciences, focusing on advanced AI techniques for environmental data analysis and modeling.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Economic Complexity and Sustainable Growth - Lecture 40

Explore economic complexity and sustainable growth principles with Prof. César Hidalgo, examining the intersection of economic development, sustainability, and complex systems thinking.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Predicting Classifier Accuracy in the Wild - Lecture 39

Dive into advanced machine learning concepts with Prof. Sebastiani as he explores methods for predicting classifier accuracy in real-world applications and deployment scenarios.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Learning Manipulation Skills from Instructional Videos - Lecture 38

Discover how AI systems can learn complex manipulation skills by analyzing instructional videos, with insights into computer vision and robotic learning applications.

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

Deep Learning and Process Understanding for Data-Driven Earth System Science - Lecture 37

Explore deep learning applications in Earth System Science, focusing on process understanding and data-driven approaches to environmental research and analysis.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Variational Audio-Visual Representation Learning - Lecture 34

Explore advanced concepts in variational learning techniques for audio-visual data representation, focusing on cutting-edge AI methodologies and their practical applications.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

AI for Mental Health - Lecture 33

Explore how artificial intelligence technologies can revolutionize mental health assessment, diagnosis, and treatment through cutting-edge research and practical applications.

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

Trustworthy AI and Cybersecurity Perspectives on Large Language Models - Lecture 32

Explore cybersecurity challenges and trustworthiness concerns in Large Language Models through expert insights on risk assessment, safety measures, and ethical AI development practices.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

The Unreasonable Effectiveness of Large Language-Vision Models for Video Domain Adaptation - Lecture 31

Explore the groundbreaking potential of large language-vision models in video domain adaptation through Prof. Ricci's expert analysis of their effectiveness and applications.

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

AI, Large Language Models and University Education

Explore the impact of AI and large language models on university education through expert insights from Prof. Ioannis Pitas in this thought-provoking lecture.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

From Images to Text: New Forms of Human-AI Interaction

Explore cutting-edge techniques connecting computer vision and natural language processing, focusing on image-to-text generation, AI controllability, and embodied AI applications.

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