VinAI Courses

Explore the Sustainable Future of AI

Descubre cómo desarrollar y desplegar modelos de IA de manera sostenible, optimizando algoritmos y utilizando hardware eficiente para reducir el consumo energético y las emisiones de carbono.

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

AI Sovereignty in the Global Industrial Economy - The Leadership Perspective

Explore AI sovereignty's role in business strategy, leveraging specialized tools like OpenSSA for customized solutions in the industrial economy. Gain insights on integrating AI for strategic growth and innovation.

• 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 evolving real-world data. Discover recent advancements, including generative models for anticipating changes in AI applications.

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

Challenges in Aligning Language Models

Explore challenges in aligning language models, focusing on improving truthfulness and analyzing impact of feedback-tuned models in co-writing applications. Gain insights on enhancing AI assistants.

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

Large Language Modeling: Past, Present, and Future

Exploración del pasado, presente y futuro de los Modelos de Lenguaje Grandes: historia, éxitos, desafíos como las alucinaciones, y perspectivas sobre capacidades sobrehumanas en IA.

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

Quantum Computing in Computer Vision: A Case Study in Robust Geometric Optimisation

Explora el potencial del cómputo cuántico en visión por computadora, enfocándose en la optimización geométrica robusta. Analiza los avances recientes y discute el valor intrínseco de la investigación cuántica en este campo.

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

Knowing the What But Not the Where in Bayesian Optimization

Exploración de optimización bayesiana para encontrar entradas óptimas cuando se conoce la salida deseada, aplicado a aprendizaje profundo y por refuerzo.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Benign Overfitting in Linear Regression and Deep Learning

Exploración del fenómeno de "sobreajuste benigno" en aprendizaje profundo, analizando regresión lineal y caracterizando cuándo la interpolación de norma mínima logra precisión predictiva casi óptima.

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

Learning on Graphs: From Representation to Minimally Supervised

Explore graph representation learning, from shallow to deep embedding, and minimally supervised learning techniques for complex, heterogeneous data in social systems, healthcare, and chemical synthesis.

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

Geometry of Covariance Matrices, Covariance Operators, and Gaussian Processes

Exploración de distancias no euclidianas entre matrices de covarianza, operadores y procesos gaussianos, con énfasis en la distancia Fisher-Rao y la regularización entrópica de la distancia 2-Wasserstein.

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

Mehler's Formula, Branching Processes, and Compositional Kernels of Deep Neural Networks

Explora la conexión entre kernels composicionales y procesos de ramificación para estudiar redes neuronales profundas, analizando límites, capacidad de memorización y complejidad.

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

Chance Constrained Simultaneous Task Allocation and Path Planning for Multi-Robot Systems

Algorithmic approach for multi-robot task allocation and path planning with probabilistic performance guarantees. Addresses stochastic costs and collision avoidance in open environments using chance-constrained optimization.

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

3D Scenes - Understanding and Rendering

Explore 3D scene understanding and rendering techniques, from data acquisition to neural networks for point cloud classification and semantic segmentation, with insights on future research directions.

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

Adversarially Robust Stochastic Multi-Armed Bandits

Explore adversarially robust algorithms for multi-armed bandits, bridging stochastic and adversarial settings. Learn about recent breakthroughs in practical all-purpose algorithms for optimal experimental design.

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

3D Face Modeling from a Single RGB Image

Explora técnicas recientes para reconstruir modelos 3D de rostros a partir de imágenes RGB individuales, desde enfoques generales hasta reconstrucciones detalladas utilizando aprendizaje profundo.

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