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

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

Large Language Modeling: Past, Present, and Future

Explore the evolution, challenges, and future of Large Language Models with insights on ChatGPT, Bard, and FreshLLM. Gain expert perspective on AI's potential for superhuman capabilities.

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

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

Explore quantum computing's impact on computer vision, focusing on robust geometric optimization. Gain insights into NISQ experimentation and the potential of quantum algorithms in vision research.

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

Knowing the What But Not the Where in Bayesian Optimization

Explore Bayesian optimization techniques for finding optimal inputs when outputs are known. Enhance efficiency in hyperparameter tuning for deep reinforcement and supervised learning.

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

Benign Overfitting in Linear Regression and Deep Learning

Explore benign overfitting in deep learning with Peter Bartlett. Uncover insights on linear regression, effective rank, and overparameterization in neural networks for optimal prediction accuracy.

• 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, for heterogeneous data. Discover algorithms for temporal and dynamic graphs, and few-shot learning techniques for minimally supervised scenarios.

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