VinAI Courses

Safe Automation for Intelligent Systems

1 rating

Explore fault estimation in automation, blending model-based approaches with data-driven analytics. Learn about applications in lateral safety systems for automated vehicles.

• YouTube
• 1 hour 36 minutes
• Self-Paced
• Free Video

Representation Learning with Graph Autoencoders and Applications to Music Recommendation

Explore graph autoencoders for node embedding, addressing scalability and real-world graph challenges. Learn about advancements in GAE models and their application to music recommendation at Deezer.

• YouTube
• 1 hour 34 minutes
• Self-Paced
• Free Video

AlphaGeometry: Solving IMO Geometry Problems without Human Demonstrations

Explore AlphaGeometry, a groundbreaking theorem prover for Euclidean plane geometry that outperforms previous methods and approaches IMO gold medallist level, solving complex problems without human demonstrations.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Deep Learning with Noisy Labels

Explore techniques for training deep learning models with noisy labels, addressing challenges in data collection and annotation across various domains, including medical imaging.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms

Explore adversarial attacks on multivariate forecasting models and learn effective defense strategies, including randomized smoothing and adversarial training, to enhance robustness in time-series predictions.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Recent Progress on Grokking and Probabilistic Federated Learning

Explore recent advancements in grokking phenomenon and probabilistic federated learning. Gain insights into neural networks, Gaussian processes, and Bayesian inference for machine learning applications.

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

Optimal Transport for Distributionally Robust Optimization and Applications in Machine Learning

Explore optimal transport in distributionally robust optimization, focusing on its applications in machine learning, distribution shifts, and responsible AI. Gain insights into solving challenging optimization problems.

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

Statistical Rule Learning for Materials Science

Explore statistical rule learning for materials science, focusing on interpretable modeling and data-driven knowledge discovery to improve machine learning models and drive hypothesis formulation.

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

AI Synthesis for Metaverse Capabilities and Next-Generation AI VFX

Explore cutting-edge AI technologies for creating photorealistic digital humans, virtual worlds, and immersive experiences. Discover advancements in 3D deep learning, neural rendering, and AI-driven VFX for the metaverse era.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Learning to Vary 3D Models for Universally Accessible 3D Content Creation

Explore techniques for automating 3D content creation through shape deformation and variation generation, making high-quality 3D modeling accessible to all users.

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

Enriching Communication between Humans and AI Agents

Explore frameworks enhancing human-AI communication, focusing on agents learning from language and requesting information. Discover advancements in interactive AI capabilities and future directions in expressive communication.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

The Revolution of Small Language Models - Phi-2 and the Future of AI

Explore the revolutionary Phi-2 small language model, its efficient performance, and impact on AI development. Uncover the evolution, applications, and future of compact language models.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Annotation-Efficient Object Detection: Unsupervised Discovery to Active Learning

Explore annotation-efficient object detection techniques, from unsupervised discovery to active learning strategies, enhancing intelligent systems with less manual input.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Neural Scene Representations for Learning-based View Synthesis and Its Applications

Explore neural scene representations for efficient image generation, novel view synthesis, and advanced applications in computer graphics and 3D vision.

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

Neurosymbolic Artificial Intelligence: Theory, Applications, and Challenges

Explore neurosymbolic AI's theory, applications, and challenges. Learn about integrating symbolic knowledge with neural networks for improved reasoning and potential pathways to AGI.

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