VinAI Courses

Adversarially Robust Stochastic Multi-Armed Bandits

Explore adversarially robust stochastic multi-armed bandits for optimal experimental design. Learn about algorithms balancing fast and robust learning in real-world applications like digital advertising.

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

3D Face Modeling from a Single RGB Image

Explore techniques for 3D face reconstruction from single images, from coarse to fine-grain methods, addressing challenges in diverse real-world conditions.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Image Gradients for Understanding and Improving Neural Networks

Explore image gradients in neural networks to synthesize adversarial examples, visualize neurons, enhance robustness, interpret decisions, and improve image generators.

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

Functional Gradient Descent Methods for Optimization and Sampling

Explore advanced gradient descent techniques for complex optimization and sampling problems in machine learning, including Stein variational gradient descent and neural architecture optimization.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Faster Saddle-Point Optimization for Solving Large-Scale Markov Decision Processes

Explore advanced techniques for optimizing large-scale Markov decision processes using saddle-point methods. Gain insights into theoretical reinforcement learning and linear programming formulations.

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

Federated User Representation Learning: Privacy-Preserving Personalization in Distributed Systems

Explore federated user representation learning for privacy-preserving collaborative personalization in machine learning, improving model quality while maintaining user privacy.

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

Generative AI and Large Language Models: Recent Advancements and Challenges

Explore generative AI advancements, challenges, and VinAI's contributions with Dr. Hung Bui. Gain insights into AI-generated content's impact and the pressing issues in this rapidly evolving field.

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

Building Deep Retrieval Models in Practical Applications

Explore deep retrieval models for efficient web-scale data search, balancing accuracy and computational cost. Learn techniques for training robust models with limited labeled data.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Neural Rendering: Trends and Applications in Computer Graphics and Machine Learning

Explore recent trends in neural rendering, combining deep generative models and computer graphics for realistic image synthesis and manipulation.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Video

The Role of Structure Modeling and Multi-task Learning for Neural Information Extraction

Explore structure modeling and multi-task learning techniques for neural information extraction, enhancing AI's ability to extract meaningful data from complex sources.

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

Machine Learning in Medical Diagnostics and Drug Discovery

Explore machine learning applications in genomics and proteomics for medical diagnostics and drug discovery. Learn how advanced analytics improve sequencing projects and translate technologies into practice.

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

Towards AI-Aided Decision Making: Preference Learning and Recommendations from Multimodal Data

Explore AI-aided decision making through preference learning and recommendations, leveraging multimodal data for personalized user experiences in the era of pervasive digitization.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

Challenges and Opportunities of NLP - New Perspectives from East Asian Languages

Explore NLP applications in commercial tech, focusing on East Asian languages' unique challenges and opportunities. Gain insights from a Microsoft Data Scientist.

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

Towards Robustness Against Natural Language Adversarial Attacks

Explore natural language adversarial attacks and defense strategies, focusing on the ASCC method for generating perturbations and enhancing model robustness in NLP systems.

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

Perceive Before Learning to Plan or Act - Multitask Perception Systems for Autonomous Agents

Explore advanced perception systems for autonomous agents in dynamic environments. Covers multi-object tracking, human motion forecasting, and social interaction analysis for safe navigation and interaction.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video