Finnish Center for Artificial Intelligence FCAI Courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

The Role of Machine Learning in Facilitating Fusion Energy Research

Explore machine learning applications in fusion energy research, including turbulence simulation speed-ups and predicting rare events. Gain insights into ML's potential to accelerate progress towards clean, abundant fusion energy.

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

Scalable and Flexible Distributed Reinforcement Learning Systems

Explore scalable distributed reinforcement learning systems, focusing on flexible training loops, statement management, and GPU allocation. Gain insights into building efficient RLHF systems for large-scale applications.

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

Total Variation Minimization Perspective on Trustworthy Federated Learning

Explore total variation minimization in federated learning, covering computational and statistical aspects for designing trustworthy systems across various FL flavors.

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

Elucidating the Design Space of Diffusion-Based Generative Models

Explore advancements in diffusion-based generative models, including improved sampling, training, and score network preconditioning. Learn about state-of-the-art results and modular design changes for enhanced efficiency and quality.

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

Hierarchical Imitation Learning with Vector Quantized Models

Learn hierarchical imitation learning techniques using vector quantized models for complex decision-making tasks, exploring subgoal identification and planning strategies to outperform expert demonstrations.

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

Functional Priors for Bayesian Deep Learning

Explore functional priors for Bayesian deep learning, focusing on imposing Gaussian process priors on neural networks through Wasserstein distance minimization.

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

Generative Multitask Learning Mitigates Target-Causing Confounding

Explore a scalable approach to causal representation learning for multitask learning, improving robustness to prior probability shift by mitigating target-causing confounders.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video