Finnish Center for Artificial Intelligence FCAI Courses

Probabilistic Richardson Extrapolation

Explore probabilistic Richardson extrapolation using Gaussian processes for accelerated convergence in numerical methods, with applications in cardiac modeling and statistical experimental design.

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

Understanding and Mitigating Loss of Control in AI Systems

Explore AI control challenges and mitigation strategies with Professor Yoshua Bengio's keynote on understanding and addressing potential loss of control in artificial intelligence.

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

The Atomic Human - Understanding Ourselves in the Age of AI

Explore the impact of AI on human understanding and society through Professor Neil Lawrence's insightful keynote at the ELLIS Community Event in Helsinki.

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

Open Problems in European Artificial Intelligence

Explore open challenges in European AI with Prof. Schölkopf, delving into cutting-edge research and future directions in the field.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Tekoäly ja terveysdata - Mahdollisuudet ja haasteet terveydenhuollossa

Tutustu tekoälyn mahdollisuuksiin ja haasteisiin terveystietojen hyödyntämisessä. Syvenny asiantuntijoiden keskusteluun datan käytöstä, sääntelystä ja vaikutuksista tutkimukseen sekä terveydenhuoltoon.

• YouTube
• 2 hours 2 minutes
• On-Demand
• Free Video

Bayesian Inference of Causal Graphs: Current Status and Future Directions

Explore Bayesian inference for causal discovery, examining recent progress, challenges, and assumptions in modeling cause-effect relationships from observational data.

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

Sustainable AI Solutions - Energy Efficiency and Optimization

Explore energy-efficient AI methods and solutions for sustainability, with insights from industry and academia experts.

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

VMS: Interactive Visualization to Support the Sensemaking and Selection of Predictive Models

Explore interactive visualization for comparing and selecting predictive models, integrating performance, instance, and feature-level analysis to support informed decision-making in machine learning.

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

Fast and Accurate Probabilistic Time Series Classification

Explore fast and accurate probabilistic time series classification using MINIROCKET technology, achieving near-state-of-the-art performance with significantly reduced computational costs compared to existing methods.

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

Robust and Sample-Efficient Simulation-Based Inference

Explore robust and sample-efficient methods for simulation-based inference, addressing model misspecification and computational limitations in scientific and engineering applications.

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

Releasing the MAMMOTH - A Framework for Large-Scale Modular Multilingual NLP Models

Explore MAMMOTH, a framework for large-scale modular multilingual NLP models. Learn about cross-lingual transfer learning, runtime efficiency, and optimizing scalability in multinode training on HPC clusters.

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

AI and Cybersecurity - Insights from Industry and Academia

Explore the intersection of AI and cybersecurity, examining threats, applications, and management strategies in complex information systems.

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

AI and Cybersecurity - Challenges and Opportunities

Explore the intersection of AI and cybersecurity, examining threats, challenges, and solutions in complex information systems and AI applications.

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

AI and Cybersecurity - Challenges and Opportunities in Complex Information Systems

Explore AI's role in cybersecurity and its impact on complex information systems, with insights from industry and academia on managing cyber threats.

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

AI and Cybersecurity - Challenges and Opportunities in Complex Information Systems

Explore AI's role in cybersecurity and its impact on complex information systems. Gain insights from industry and academia on managing cyber threats in AI-related environments.

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