Finnish Center for Artificial Intelligence FCAI Courses

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

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

Better Priors for Everyone - Choosing Prior Distributions in Bayesian Modeling

Explore techniques for choosing effective prior distributions in Bayesian modeling, including prior elicitation and automatic selection methods for improved statistical inference.

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

The Use of Machine Learning in Computational Metabolomics Workflows

Explore machine learning applications in computational metabolomics for metabolite structure analysis. Learn about tools like MS2LDA, MotifDB, Spec2Vec, and MS2DeepScore for improved metabolite discovery and characterization.

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

New Frontiers for AI-assisted Design and Discovery in Molecular Generation

Explore AI-assisted design and discovery for generating molecules with desirable properties. Learn about overcoming challenges in combinatorial space, modeling interactions, and segregating representations for improved drug and material development.

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