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#Optimization Problems

Showing: 47 courses
Microsoft

Quantum-Inspired Algorithms and the Azure Quantum Optimization Service

1 rewiews
Explore quantum-inspired algorithms and Azure Quantum optimization service for solving complex problems. Learn to implement QIO techniques, see practical demos, and understand the potential of this cutting-edge technology.
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7 Lesons
26 minutes
On-Demand
Free-Video
Great Learning

Linear Programming for Data Science - Data Science Tutorial

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This video explains Linear Progression for Data Science with a variety of demonstrations & examples to help you learn this topic effectively and efficiently.
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13 Lesons
2 hours 30 minutes
On-Demand
Free-Video

Calculus I

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Comprehensive introduction to calculus, covering limits, derivatives, integrals, and applications. Develop problem-solving skills and gain a solid foundation in mathematical concepts essential for advanced studies.
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52 Lesons
11 hours
On-Demand
Free-Video

How to Master Calculus

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Master essential Calculus 1 concepts: derivatives, integrals, optimization, and more. Comprehensive explanations and examples for each topic, with practice problems to reinforce understanding.
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13 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Krista King

AP Calculus AB and BC - Analytical Applications of Differentiation

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Comprehensive review of analytical applications of differentiation, covering key theorems, extrema analysis, graphing techniques, and optimization problems for AP Calculus AB/BC preparation.
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14 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Professor Dave Explains

Calculus

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Comprehensive calculus series covering differentiation, integration, and advanced topics with conceptual explanations and practical problem-solving techniques.
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35 Lesons
6 hours
On-Demand
Free-Video

Dynamic Programming

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Explore dynamic programming techniques for solving complex algorithmic problems efficiently, including coin change, knapsack, and longest common subsequence.
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8 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Introduction to the Dynamics of Disordered Systems: Equilibrium and Gradient Descent - Lecture 1

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Explore disordered systems dynamics, covering glasses, jamming transitions, and optimization problems. Gain insights into metastable states and algorithmic applications in various fields.
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14 Lesons
1 hour 45 minutes
On-Demand
Free-Video
Alan Turing Institute

Turnpike Theory for Mean-Field Games - Connecting Stationary and Dynamic Solutions

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Explores turnpike theory in mean-field games, connecting stationary and dynamic solutions. Part of a workshop on MFG applications in energy and environmental optimization.
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1 Lesons
41 minutes
On-Demand
Free-Video
Wolfram

Model Predictive Control Design: Multiparametric Optimization and Workflows

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Design model predictive controllers using multiparametric optimization. Explore formulation, workflows, and related functionality in this concise presentation.
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5 Lesons
15 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Principal Components along Quiver Representations

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Explore principal components in quiver representations, a generalization of multi-indexed data tensors, and their applications in optimization and data analysis.
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9 Lesons
34 minutes
On-Demand
Free-Video
Alan Turing Institute

From Joins to Aggregates and Optimisation Problems - Professor Dan Olteanu, University of Oxford

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Advanced database query processing: worst-case optimal join algorithms, functional aggregate queries, and in-database optimization for machine learning. Covers theory and practical applications in data science.
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1 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Simons Institute

Last-Iterate Convergence in Constrained Min-Max Optimization - SOS to the Rescue

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Explore last-iterate convergence in constrained min-max optimization using Sum of Squares (SOS) techniques, with insights from Yale's Yang Cai on adversarial approaches in machine learning.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Simons Institute

The Short-Path Algorithm for Combinatorial Optimization

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Explore the Short-path Algorithm's applications in combinatorial optimization, focusing on quantum computation challenges and potential solutions.
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1 Lesons
49 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Solving Equations and Optimization Problems with Uncertainty

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Explore algorithms for detecting zeros of imprecise continuous functions and approximating worst-case optima in optimization problems with uncertain feasible domains.
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1 Lesons
43 minutes
On-Demand
Free-Video
Fields Institute

A Primal-Dual Interior-Point Algorithm for Nonsymmetric Conic Optimization

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Explore a primal-dual interior-point algorithm for nonsymmetric conic optimization, delving into advanced mathematical concepts and their applications in optimization theory.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Simons Institute

On Dynamic Graph Approximations - The Case of J-Trees

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Explores dynamic maintenance of j-trees in graph theory, discussing implications for cut-based optimization, maximum flows, and minimum cost-flow computations in algorithmic design.
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1 Lesons
53 minutes
On-Demand
Free-Video
Data Science Conference

Bridging Gaps: Classic Approaches Beyond Deep Learning Constraints

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Explore how classic techniques complement deep learning in real-world AI applications, from computer vision to complex optimization challenges, enhancing production system performance.
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1 Lesons
25 minutes
On-Demand
Free-Video
Paul G. Allen School

Innovations in Theoretical Computer Science 2020 - Session 10

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Explores cutting-edge research in theoretical computer science, covering topics like computational hardness, random strings, decision trees, and pseudorandomness. Features presentations from leading experts in the field.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Pascal Poupart

Partially Observable RL

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Explore partially observable reinforcement learning, covering Markov decision processes, hidden Markov models, and belief monitoring in this comprehensive lecture.
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10 Lesons
44 minutes
On-Demand
Free-Video
Pascal Poupart

Inverse RL

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Explore inverse reinforcement learning, its applications, and key concepts like feature matching and maximizing margins. Learn implementation techniques and policy induction.
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14 Lesons
38 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

An Improved Approximation Algorithm for ATSP

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Explore an advanced approximation algorithm for the Asymmetric Traveling Salesman Problem, covering linear programming relaxation, reductions, and recursive techniques to improve solution quality.
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11 Lesons
24 minutes
On-Demand
Free-Video
Fields Institute

SGD in the Large - Average-Case Analysis, Asymptotics, and Stepsize Criticality

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Explore average-case analysis, asymptotics, and stepsize criticality in stochastic gradient descent, with insights on optimization problems and stochastic momentum techniques.
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17 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Simons Institute

Every Optimization Problem Is a Quadratic Program

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Explore how diverse optimization problems can be reframed as quadratic programs, offering insights into reinforcement learning theory and practical applications.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Paul Hand

Theory of GANs for Compressed Sensing

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Explore the theory of GAN priors in compressed sensing, covering key concepts, proofs, and optimization problems. Gain insights into visual representation and set restricted eigen value conditions.
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10 Lesons
57 minutes
On-Demand
Free-Video
Ryan O'Donnell

Approximation Algorithms

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Explore approximation algorithms for NP-hard problems, focusing on vertex cover, k-coverage, and traveling salesperson. Learn greedy approaches and their limitations, as well as more advanced techniques.
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29 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Ryan O'Donnell

Great Ideas in Theoretical Computer Science - Approximation Algorithms

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Explore approximation algorithms for NP-hard problems, focusing on Vertex Cover, k-Coverage, and Traveling Salesperson. Learn techniques to find near-optimal solutions efficiently.
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25 Lesons
1 hour 20 minutes
On-Demand
Free-Video
IEEE

General Framework for Metric Optimization Problems with Delay or Deadlines

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Explore a comprehensive framework for solving metric optimization problems involving delays or deadlines, enhancing problem-solving skills in complex scenarios.
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1 Lesons
22 minutes
On-Demand
Free-Video
Paul G. Allen School

Distinguished Seminar in Optimization and Data - Ryan O'Donnell

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Explore quantum state tomography, distribution metrics, and independence testing with insights on quantum-inspired improvements to classical problems in optimization and data analysis.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Simons Institute

Any-k: Ranked Enumeration for Dynamic Programming

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Explore efficient algorithms for ranked enumeration in dynamic programming, focusing on semiring-based optimization problems and their applications to database query evaluation.
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1 Lesons
32 minutes
On-Demand
Free-Video
Sundeep Saradhi Kanthety

Greedy Method in Design and Analysis of Algorithms - Lecture 1

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Master the Greedy Method in algorithm design through practical examples. Enhance problem-solving skills and optimize solutions for efficient computational processes.
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1 Lesons
2 hours 12 minutes
On-Demand
Free-Video
IEEE

Low-Degree Hardness of Random Optimization Problems

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Explore the challenges of random optimization problems, focusing on low-degree hardness and its implications for various mathematical models and algorithms.
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7 Lesons
19 minutes
On-Demand
Free-Video
IEEE

Adversarial Bandits with Knapsacks

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Explore dynamic pricing and bandits with knapsacks in adversarial settings, covering algorithms, challenges, and future research directions in this field.
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20 Lesons
21 minutes
On-Demand
Free-Video
IEEE

Sum-of-Squares Lower Bounds for Sherrington-Kirkpatrick via Planted Affine Planes

0 rewiews
Explore optimization techniques for Sherrington-Kirkpatrick problems using sum-of-squares lower bounds and planted affine planes, with insights on certification and hierarchies.
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13 Lesons
22 minutes
On-Demand
Free-Video
USENIX

Heterogeneity-Aware Cluster Scheduling Policies for Deep Learning Workloads

0 rewiews
Explores heterogeneity-aware scheduling for deep learning workloads, introducing Gavel to optimize resource allocation in clusters with diverse accelerators, improving efficiency and performance.
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20 Lesons
20 minutes
On-Demand
Free-Video
PyCon US

A Hands-On Introduction to Multi-Objective Optimization

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Hands-on Python tutorial exploring multi-objective optimization using Pareto Fronts. Learn to balance conflicting objectives like quality and cost, with practical applications in various fields including supply chain and therapeutics development.
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29 Lesons
33 minutes
On-Demand
Free-Video
Open Compute Project

How Annealing Quantum Computing Addresses Complex Optimization Problems Now

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Discover how annealing quantum computing solves complex optimization challenges through cloud-based solutions, developer tools, and quantum-hybrid approaches for enterprise applications.
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1 Lesons
20 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
Xanadu

Solving Optimization Problems with Near Term Quantum Hardware - QHack 2023

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Explore quantum approximation optimization, cost functions, and industry applications with insights from a Strangeworks quantum scientist.
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11 Lesons
23 minutes
On-Demand
Free-Video
Conf42

Quantum-Inspired Annealing: The State of Play

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Explore quantum-inspired annealing's current state, comparing quantum and classical approaches, and examining benchmarks for various optimization problems.
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18 Lesons
43 minutes
On-Demand
Free-Video
RWTH Center for Artificial Intelligence

Quantum Computing for AI - Hype or Hope?

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Explore quantum computing's potential impact on AI, examining promises, limitations, and realistic applications in machine learning and Bayesian network inference.
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1 Lesons
39 minutes
On-Demand
Free-Video
Materials Cloud

MemComputing: When Memory Becomes a Computing Tool - Lecture 37

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Explore MemComputing, a revolutionary approach where memory acts as a computing tool, presented by Prof. Massimiliano Di Ventra from UC San Diego.
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1 Lesons
58 minutes
On-Demand
Free-Video
PapersWeLove

Bin Packing Can Be Solved Within 1 + ε in Linear Time - Lecture

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Explore bin packing optimization with Yiduo Ke, delving into a linear-time solution within 1 + ε. Gain insights into this fundamental problem's applications and theoretical advancements.
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1 Lesons
36 minutes
On-Demand
Free-Video
BIMSA

Classic Problems with Modern Techniques - Prize-collecting Framework

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Explore state-of-the-art approximation algorithms for classic network design problems using modern techniques, from clustering to recursive methodologies.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Stanford Physics

Quantum Computing in the Presence of Errors

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Explore quantum computing's potential and challenges, focusing on error impacts in optimization and quantum many-body problems. Gain insights into achieving quantum advantage despite imperfections.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
QuICS

Quantum Speedups for Nonconvex Optimization via Quantum Tunneling Walks

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Explore quantum speedups for nonconvex optimization using quantum tunneling walks. Learn how this approach outperforms classical algorithms in specific landscapes with high, thin barriers between minima.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
MindYourDecisions

The Bridge and Torch Interview Riddle - Microsoft Technical Interview Question

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Master the famous bridge and torch riddle used in Microsoft interviews through step-by-step solutions and strategic approaches to this challenging logic puzzle.
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5 Lesons
14 minutes
On-Demand
Free-Video