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NPTEL
Artificial Intelligence
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Comprehensive exploration of AI concepts, algorithms, and techniques, covering search strategies, optimization methods, game playing, planning, constraint satisfaction, and knowledge-based systems.
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48
Lesons
1 day 15 hours
On-Demand
Free-Video
University of Central Florida
Stereo Vision and Depth Perception in Computer Vision - Lecture 16
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Explore stereo vision techniques, including shape reconstruction, rectification, correspondence, and correlation methods for depth perception in computer vision applications.
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17
Lesons
33 minutes
On-Demand
Free-Video
Reducible
The Traveling Salesman Problem - When Good Enough Beats Perfect
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Explore heuristic approaches and optimization techniques for the Traveling Salesman Problem, including nearest neighbor, greedy, Christofides, local search, simulated annealing, and ant colony optimization.
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12
Lesons
30 minutes
On-Demand
Free-Video
Andreas Geiger
Estimating Human Motion: Past, Present, and Future
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Explore the evolution of human motion estimation techniques, from early computer vision approaches to modern 3D body modeling, with insights on challenges and future directions.
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49
Lesons
1 hour 31 minutes
On-Demand
Free-Video
Alan Turing Institute
Interacting Particle Systems for Expectation Maximization in Latent Variable Models
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Explore a novel interacting particle system for EM optimization in latent variable models, featuring Langevin diffusion analysis and non-asymptotic concentration bounds for maximum likelihood estimation.
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12
Lesons
27 minutes
On-Demand
Free-Video
USENIX
Collie - Finding Performance Anomalies in RDMA Subsystems
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Discover a tool for uncovering performance anomalies in RDMA subsystems, exploring its design, implementation, and effectiveness in finding and addressing hardware-related issues.
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15
Lesons
15 minutes
On-Demand
Free-Video
ACCU Conference
Turtles! Hill Climbing! Hammers! Paper Bags!
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Explore optimization techniques through turtle graphics, from hill climbing to simulated annealing, laying the groundwork for understanding neural networks and machine learning concepts.
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25
Lesons
1 hour 6 minutes
On-Demand
Free-Video
CppNow
Distributed Parametric Optimization with the Geneva Library
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Explore Geneva, an open-source library for distributed optimization algorithms, leveraging Boost libraries to solve large-scale parametric problems on multi-core systems, clusters, and cloud environments.
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1
Lesons
1 hour 6 minutes
On-Demand
Free-Video
Ruby Central
Simulated Annealing - The Most Metal Algorithm Ever
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Explore simulated annealing, a metallurgy-inspired algorithm for near-optimal solutions in constrained optimization problems, and learn to implement it using the Annealing gem in Ruby.
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1
Lesons
28 minutes
On-Demand
Free-Video
Confreaks
Simulated Annealing: The Most Metal Algorithm Ever - Lecture
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Explore simulated annealing algorithm for near-optimal solutions in constrained optimization problems, inspired by metallurgy and applicable to Ruby apps.
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13
Lesons
28 minutes
On-Demand
Free-Video
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