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Related lectures (31)

Learning Agents: Exploration-Exploitation Tradeoff Log in to Mediaspace to watch this video

Explores the exploration-exploitation tradeoff in learning unknown effects of actions using multi-armed bandits and Q-learning.

Graph Processing: Oracle Labs PGX Log in to Mediaspace to watch this video

Covers graph processing with a focus on Oracle Labs PGX, discussing graph analytics, databases, algorithms, and distributed analytics challenges.

Concurrent Programming: Theory to Practice Log in to Mediaspace to watch this video

Explores concurrent programming theory and practice, covering system models, cache coherence, and graph processing.

Foundations of Deep Learning: Transformer Architecture Overview Log in to Mediaspace to watch this video

Covers the foundational concepts of deep learning and the Transformer architecture, focusing on neural networks, attention mechanisms, and their applications in sequence modeling tasks.

Graph Processing: Oracle Labs Insights Log in to Mediaspace to watch this video

Explores the ubiquity of graphs in modern data and analytics, focusing on the shift in organizations' perception of graph technologies.

Deep Learning for Autonomous Vehicles Log in to Mediaspace to watch this video

Explores deep learning for autonomous vehicles, covering perception, action, and social forecasting in the context of sensor technologies and ethical considerations.

Reinforcement Learning: Basics and Applications Log in to Mediaspace to watch this video

Covers the basics of reinforcement learning, including trial-and-error learning, Q-learning, deep RL, and applications in gaming and planning.

Graph Neural Networks: Interconnected World Log in to Mediaspace to watch this video

Explores learning from interconnected data with graphs, covering modern ML research goals, pioneering methods, interdisciplinary applications, and democratization of graph ML.

Efficient Graph Queries: Memory Constraints Log in to Mediaspace to watch this video

Explores scaling pattern matching in large graphs and optimizing query execution under memory constraints using work-sharing and batch processing.

Computer Vision for Biodiversity Monitoring Log in to Mediaspace to watch this video

Explores computer vision for global biodiversity monitoring, addressing wildlife decline and the challenges of automating data processing.

Compositional Representations and Systematic Generalization Log in to Mediaspace to watch this video

Examines systematicity, compositionality, neural network challenges, and unsupervised learning in NLP.

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