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#Locality-Sensitive Hashing

Showing: 19 courses
LASCON

Malware Clustering - Static and Dynamic Behavior Analysis

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Explore innovative malware clustering techniques using static and dynamic behavior analysis, machine learning, and similarity search for robust, scalable, and repeatable results.
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11 Lesons
49 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Hearing Without Listening: Voice Authentication with Privacy

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Explore voice authentication privacy challenges and solutions, including cryptographic methods and secure binary embeddings for protecting user voice prints while enabling authentication.
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1 Lesons
58 minutes
On-Demand
Free-Video
James Briggs

How LSH Random Projection Works in Search - Python

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Explore efficient similarity search using Locality Sensitive Hashing (LSH) and Random Projection. Learn how to handle large-scale data and implement approximate search techniques in Python.
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1 Lesons
19 minutes
On-Demand
Free-Video
Data Science Conference

Under the Hood: Key Algorithms Powering Vector Search - HNSW, LSH, and PQ

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Dive into fundamental algorithms like HNSW, LSH, and PQ that power vector search and AI-driven databases, exploring their technical mechanisms and practical applications.
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1 Lesons
32 minutes
On-Demand
Free-Video
Discover AI

Reversible Transformer - GPU Memory Optimization Using ReFORMER and Reversible Residual Layers

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Delve into GPU memory optimization techniques for transformers, exploring reversible residual layers and locality-sensitive hashing to enhance deep neural network efficiency and performance.
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1 Lesons
18 minutes
On-Demand
Free-Video
James Briggs

Locality Sensitive Hashing for Search with Shingling + MinHashing - Python

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Learn efficient similarity search using Locality Sensitive Hashing (LSH) with shingling and MinHashing techniques in Python. Explore implementation steps, from data preprocessing to LSH tuning, for approximate nearest neighbor search.
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9 Lesons
27 minutes
On-Demand
Free-Video
Stuff Made Here

World's Hardest Jigsaw vs. Puzzle Machine - All White

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Watch a puzzle machine tackle the world's hardest jigsaw—an all-white puzzle. Explore image processing, mathematical algorithms, and innovative engineering solutions in this challenging project.
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12 Lesons
22 minutes
On-Demand
Free-Video
IEEE

Private Nearest Neighbor Search with Sublinear Communication and Malicious Security

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Explore secure and efficient private nearest neighbor search techniques, focusing on sublinear communication and protection against malicious adversaries in two-party computation scenarios.
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10 Lesons
19 minutes
On-Demand
Free-Video
Yannic Kilcher

Reformer - The Efficient Transformer

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Discover how Reformer revolutionizes Transformer models, reducing memory usage and enabling processing of longer sequences through innovative techniques like Locality Sensitive Hashing and Reversible Networks.
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1 Lesons
29 minutes
On-Demand
Free-Video
Simons Institute

Long-context Attention in Near-Linear Time

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Explores HyperAttention, an innovative approach to tackle computational challenges in long-context LLMs, offering significant speed improvements while maintaining performance across various datasets.
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1 Lesons
41 minutes
On-Demand
Free-Video
Simons Institute

Efficiently Computing Similarities to Private Datasets

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Explore advanced techniques for computing similarities to private datasets, focusing on extroverted sublinear algorithms and their applications in data privacy.
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1 Lesons
30 minutes
On-Demand
Free-Video
Simons Institute

O(log s)-Approximate Nearest Neighbor Search for Earth Mover's Distance

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Explore advancements in nearest neighbor search for Earth Mover's Distance, improving approximation to Õ(log s) with sublinear query time using data-dependent LSH functions and tree embedding techniques.
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1 Lesons
37 minutes
On-Demand
Free-Video
IEEE

Kernel Density Estimation through Density Constrained Near Neighbor Search

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Explore kernel density estimation through near neighbor search, focusing on importance sampling, locality sensitive hashing, and data-dependent techniques for improved efficiency and accuracy.
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28 Lesons
24 minutes
On-Demand
Free-Video
0xdade

Time Signature Based Matching for Data Fusion and Coordination Detection in Cyber Relevant Logs

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Methodology for detecting automated behavior in cyber logs using temporal pattern matching, scalable through locality sensitive hashing. Applications include anomaly detection and data fusion.
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7 Lesons
23 minutes
On-Demand
Free-Video
EuroPython Conference

Speeding Up Search With Locality Sensitive Hashing

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Explore locality sensitive hashing for faster search and similarity comparisons, with practical Python implementations and real-world applications in image search and collaborative filtering.
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18 Lesons
24 minutes
On-Demand
Free-Video
Simons Institute

A Quasi-Monte Carlo Algorithm for Smooth Kernel Evaluation

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Explore a novel data structure for density queries, combining discrepancy theory and LSH to build sparse coresets and enhance smooth kernel evaluation algorithms.
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1 Lesons
42 minutes
On-Demand
Free-Video
UofU Data Science

Understanding Distance Metrics in Data Mining - Spring 2023

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Explore various distance metrics in data mining, from Euclidean and Manhattan to Mahalanobis and Angular, learning their applications, limitations, and relationships to LSH algorithms.
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20 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Inside Livermore Lab

Scaling Up AI: Embedding Physics Modeling into End-to-end Learning and Harnessing Random Projection

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Explore AI-driven scientific discovery through embedding physics models in end-to-end learning and utilizing random projection for efficient simulation and gradient propagation in PDE-based systems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Generalizations of Matrix Multiplication for Solving the Light Bulb Problem

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Explore a novel approach to solving the Light Bulb Problem using tensor-based algorithms, potentially outperforming traditional matrix multiplication methods for faster data analysis and pattern recognition.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video