VinAI Courses

SeaLLMs - Large Language Models for Southeast Asia

Explore SeaLLMs, innovative language models focusing on Southeast Asian languages. Learn about their superior performance in linguistic tasks and instruction-following capabilities for non-Latin languages.

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

Domain Adaptation on Wheels: Closing the Gap to the Open-world

Explore domain adaptation techniques for autonomous driving, from standard unsupervised setups to practical approaches addressing open-world challenges in semantic segmentation and scene understanding.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Cutting-Edge AI Innovations at VinAI

Explore cutting-edge AI innovations at VinAI, led by Dr. Hung Bui. Discover advancements in probabilistic models, deep learning, and human-machine understanding across various applications.

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

Implicit Deep Learning - Seminar Series

Explore implicit deep learning models, their state-space representation, training problems, and applications in parameter reduction, feature elimination, and mathematical reasoning tasks.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

An Integrated Framework for Controllable Text Generation

Explore an integrated framework for controllable text generation, addressing challenges in interpretability, data construction, and evaluation methods for natural language processing applications.

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

Cloud AI 100 High Performance Cloud-Edge Inferencing

Explore Qualcomm's Cloud AI 100 accelerator for high-performance cloud-edge inferencing, featuring leadership-class performance, power efficiency, and comprehensive software tools for production deployment.

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

Probabilistic and Machine Learning Approaches for Autonomous Robots and Automated Driving

Explore probabilistic and machine learning approaches for autonomous robots and automated driving, focusing on robust perception and action execution in uncertain environments.

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

Machines Behaving Badly: The Morality of AI

Explore ethical considerations and unexpected consequences of AI, including racism in AI assistants, robot rights, self-driving car accidents, and facial recognition limitations.

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

Comparing Probability Distributions with Conditional Transport

Explore conditional transport as a new divergence for comparing probability distributions, with applications in generative modeling and resistance to mode collapse.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Model-Constrained Deep Learning Approaches for Scientific Machine Learning

Explore model-aware machine learning methods combining scientific computing and data-driven models. Learn about ROM-ML and Autoencoder-based Inversion approaches for PDE-constrained inverse problems.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Compositional Learning for Robot Autonomy via Modularity and Abstraction

Explore compositional learning for robot autonomy through modularity and abstraction. Discover neuro-symbolic planners for long-horizon manipulation tasks and state-action abstractions from raw signals.

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

Network Regression and Its Inference

Explore network regression and inference techniques for analyzing complex network data, focusing on estimating regression coefficients with network effects and addressing observational errors.

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

Mean Field Limit in Neural Network Learning

Explore the mean field limit in neural network learning, examining optimization dynamics, convergence to global optima, and data representation in autoencoders. Gain insights from physics analogies.

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

Building Blocks of Generalizable Autonomy

Explore key aspects of generalizable autonomy in robotics, including representational biases, causal inference, and interactive policy learning under uncertainty for efficient and adaptable AI systems.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Nonlinear Statistical Modeling for High-Dimensional and Small Sample Data

Explore nonlinear feature selection methods for high-dimensional, small sample data. Learn about HSIC Lasso, kernel PSIs, and feature selection networks for advanced machine learning applications.

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