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#Sketching Algorithms

Showing: 13 courses
Databricks

DataSketches: A Production Quality Sketching Library for Big Data Analysis

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Explore sketching algorithms for efficient big data analysis, enabling fast approximate answers to complex queries and real-time processing of massive datasets in production environments.
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19 Lesons
29 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

On Quantum Linear Algebra for Machine Learning - IPAM at UCLA

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Explore quantum singular value transformation for machine learning, its applications, limitations, and connections to classical algorithms in this technical talk on quantum linear algebra.
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8 Lesons
35 minutes
On-Demand
Free-Video
Simons Institute

Sublinear Time Eigenvalue Approximation via Random Sampling

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Explore efficient algorithms for approximating eigenvalues of large matrices using random sampling techniques, with applications in data analysis and machine learning.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Sketching and Randomized Linear Algebra

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Explore advanced techniques in randomized linear algebra, focusing on sketching methods for efficient data analysis and algorithm design in high-dimensional spaces.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Simons Institute

Maximum Matching in O(log log n) Passes in Dynamic Streams

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Explore an algorithm for approximating maximum matching in dynamic streams, achieving O(1)-approximation in O(log log n) passes and O(n poly log n) space, with lower bound proof.
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1 Lesons
40 minutes
On-Demand
Free-Video
Simons Institute

On Quantum Linear Algebra for Machine Learning - Quantum Colloquium

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Explore quantum singular value transformation for machine learning, its applications, barriers to quantum speedups, and connections to classical algorithms.
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19 Lesons
1 hour 3 minutes
On-Demand
Free-Video
IEEE

Streaming and Learning Algorithms - Session 7C

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Explore cutting-edge streaming and learning algorithms in this IEEE session, focusing on recent advancements and applications in data processing and machine learning.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Simons Institute

Capacity Analysis of Vector Symbolic Architectures

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Explores representation capacities of vector symbolic architectures, analyzing their ability to perform symbolic tasks and comparing them to a novel Hopfield network variant.
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1 Lesons
43 minutes
On-Demand
Free-Video
Simons Institute

Sketching Algorithms for Max-DICUT and Other CSPs

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Explore algorithms for Maximum Directed Cut problem in graph theory, focusing on sketching techniques, space complexity, and applications to Constraint Satisfaction Problems.
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1 Lesons
1 hour
On-Demand
Free-Video
USENIX

OctoSketch - Enabling Real-Time, Continuous Network Monitoring over Multiple Cores

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Innovative framework for scaling sketching algorithms across multiple cores, enhancing network monitoring accuracy and performance with continuous, change-based aggregation mechanism.
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1 Lesons
14 minutes
On-Demand
Free-Video
Simons Institute

Applications of Sub-linear Algorithms in Other Fields

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Explore how sub-linear algorithms impact diverse fields, enhancing efficiency and scalability in data analysis and problem-solving across disciplines.
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1 Lesons
31 minutes
On-Demand
Free-Video
Conf42

Sketching Algorithms: Making Sense of Big Data in a Single Stroke

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Explore sketching algorithms for efficient big data processing, covering concepts, design principles, and practical applications using open-source tools like Apache DataSketches.
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29 Lesons
24 minutes
On-Demand
Free-Video
IEEE

Private Analytics via Streaming, Sketching, and Silently Verifiable Proofs - 2024

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Explore innovative techniques for private data analytics using streaming algorithms, sketching methods, and silently verifiable proofs in this cutting-edge IEEE presentation.
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1 Lesons
16 minutes
On-Demand
Free-Video