Explainable AI Courses and Certifications

ChemicalQDevice

Explainable Neuroimaging AI/ML for FDA and Prospective QML

Explore explainable AI in neuroimaging, focusing on FDA requirements and future quantum machine learning applications. Gain insights into transparent algorithms for medical decision-making.

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

Finnish Center for Artificial Intelligence FCAI

Explainable and Robust AI for VILMA Virtual Laboratory

Explore explainable AI and uncertainty quantification in atmospheric research. Learn about SLISEMAP, a supervised manifold visualization method for local explanations and dimensionality reduction.

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

Open Data Science

Interactive Explainable AI - Enhancing Trust and Decision-Making

Explore interactive Explainable AI techniques, human factors in AI decision-making, and practical strategies for enhancing XAI services. Learn to understand and trust AI predictions for effective decision-making.

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

Labroots

Leveraging What We Know: Knowledge Discovery and Knowledge Exploitation as Complementary Aspects of Explainable AI

Explore how Large Language Models and neuropsychiatric knowledge can be leveraged for psychiatric evaluation, diagnosis, and treatment prediction in various mental health conditions.

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

Labroots

Explainable AI with Applications for Brain Imaging and Drug Discovery

Explore explainable AI techniques for deep neural networks, focusing on saliency backpropagation. Learn applications in biomarker discovery from fMRI data and drug mechanism prediction.

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

Society for Industrial and Applied Mathematics

Explainable AI for Climate Science - Opening the Black Box to Reveal Planet Earth

Discover how explainable AI techniques can revolutionize climate science research, from weather prediction to understanding human impacts on Earth's systems through advanced machine learning applications.

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

Neuro Symbolic

Human-Centered Explainable AI

Explore human-centered explainable AI with Professor Mark Reidl, focusing on key concepts, latest research, and practical applications in this emerging field of artificial intelligence.

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

Association for Computing Machinery (ACM)

Explainable AI in Practice - Practitioner Perspectives on AI for Social Good and User Engagement in the Global South

Explore practitioner insights on implementing explainable AI for social good in developing regions, focusing on user engagement strategies and real-world applications.

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

Molecular Imaging & Therapy

From Algorithms to Clinic - Explainable AI for Trustworthy Diagnosis

Discover advanced AI tools for medical imaging including counterfactual generation, foundation models, and reinforcement learning to enhance diagnostic trustworthiness.

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

AI Doctoral Academy

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

NPTEL-NOC IITM

Explainable AI - Technical Explanation and Transparency in AI Systems

Discover the fundamentals of Explainable AI, exploring transparency techniques to demystify black-box algorithms and understand AI decision-making processes.

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

Alan Turing Institute

Explainable AI in Healthcare: Oxford-Style Debate - November 2023

Engaging Oxford-style debate on the necessity of explainable AI in healthcare, featuring expert speakers discussing its role in shaping the future of medical technology.

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

Alan Turing Institute

Explainable Data-Centric AI

Explore the next generation of AI systems through Data-Centric AI, focusing on data selection, engineering, and curation for robust, fair, and responsible AI with sustainable performance.

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

Data Science Conference

Business Value Through Explainable AI (XAI)

Discover how explainable AI frameworks enhance business value across supply chain, manufacturing, and finance through practical applications of transparent machine learning techniques.

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

IIIA Hub

A Journey Towards Explainable AI and Its Societal Implications - From Trust Issues to Complex Models

Explore the principles of explainable AI, from feature-based to data-driven models, examining key algorithms like LIME and Shapley while understanding their broader societal impact and applications in search systems.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video