VinAI Courses

A View in Old and New Machine Learning

Explore old and new machine learning approaches, comparing hierarchical probabilistic models with deep neural networks and examining their unique capabilities and potential combinations.

• YouTube
• 1 hour 33 minutes
• On-Demand
• Free Video

Learning with Limited Supervision - Generative Modeling Approaches

Explore generative modeling approaches for learning with limited labeled data. Discover techniques leveraging prior knowledge for weak supervision in machine learning tasks.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Supervised Quantile Normalization for Matrix Factorization Using Optimal Transport

Explore advanced matrix factorization techniques using optimal transport for quantile normalization. Learn applications in dimensionality reduction and genomics from expert Marco Cuturi.

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

Large Language Models: Challenges and Transparency in Multilingual Training

Explore large language models beyond English, focusing on training challenges for other languages and increasing transparency in model development and evaluation.

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

Rumour and Disinformation Detection in Online Conversations

Explore innovative methods for detecting rumors and identifying state-sponsored disinformation agents using transformer networks, graph attention, and meta-learning techniques in online conversations.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Ubiquitous 3D Vision in the Wild

Explore cutting-edge 3D vision techniques for object detection, tracking, and reconstruction from various camera platforms. Gain insights into advanced algorithms for human motion analysis and multi-human tracking.

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

Stochastic Gradient Descent Methods with Biased Estimators

Explore recent advancements in stochastic gradient descent methods, focusing on biased estimators for large-scale optimization and minimax problems in machine learning applications.

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

Harnessing Proprietary Data in the Era of Generative AI - Insights from AWS

Explore AWS's mission to democratize machine learning, offering customization capabilities for proprietary data. Learn about security, data governance, and scalable GenAI development for startups building innovative AI solutions.

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

The Rise of Neural Priors

Explore neural priors as a solution to AI challenges, including data scarcity and bias. Learn about their applications in augmented reality, autonomous driving, and signal recovery.

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

Explore the Sustainable Future of AI

Discover strategies for sustainable AI development, focusing on energy-efficient hardware, optimized algorithms, and renewable energy in data centers.

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

AI Sovereignty in the Global Industrial Economy - The Leadership Perspective

Explore AI sovereignty's role in the $25T industrial economy. Learn to integrate AI into business strategy using specialized tools like OpenSSA for customized, agile solutions in the AI-driven era.

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

Continual Learning: Adapting Machine Learning to an Evolving World

Explore continual learning in machine learning, addressing dataset drift and real-world challenges. Discover recent advancements, including generative models for anticipating changes in dynamic environments.

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

Challenges in Aligning Language Models

Explore challenges in aligning language models with developer intent. Analyze finetuning's impact on truthfulness and feedback-tuned models' effects on co-writing applications.

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