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#Approximate Nearest Neighbor Search

Showing: 13 courses
Coding Tech

Building a Music Recommendation Engine

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Learn to build a music recommendation engine using AudioSet dataset, embedding generation, and ANNOY algorithm. Hands-on coding and practical implementation for personalized music suggestions.
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7 Lesons
43 minutes
On-Demand
Free-Video
Linux Foundation

Neural Search Improvements with Apache Solr 9.1 - Approximate Nearest Neighbor and Pre-Filtering

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Explore neural search in Apache Solr 9.1, including HNSW graph improvements, pre-filtering capabilities, and Deep Learning integrations for enhanced search relevance and efficiency.
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1 Lesons
39 minutes
On-Demand
Free-Video
Linux Foundation

Milvus - Accelerating Approximate Nearest Neighbor Search for Large Scale Datasets

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Explore techniques to accelerate Approximate Nearest Neighbor Search for large datasets using Milvus. Learn about unstructured data services, vector databases, and real-world AI applications.
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19 Lesons
37 minutes
On-Demand
Free-Video
Linux Foundation

The Rise of Vector Databases - Lessons from the Milvus Community

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Explore vector databases, their rise in managing unstructured data, and insights from Milvus. Learn about embeddings, production use cases, challenges, and future developments in this emerging field.
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17 Lesons
26 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
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
Elastic

ElasticON Public Sector - The Search for Relevance with Vector Search

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Explore vector search in public sector applications, enabling semantic queries with text, images, and audio. Learn about intelligent discovery and NLP integration in Elastic's search solutions.
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1 Lesons
21 minutes
On-Demand
Free-Video

Vector Search in Elasticsearch 8

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Explore vector search in Elasticsearch 8, covering basics, indexing, efficient search algorithms, and machine learning model integration for advanced similarity-based applications.
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1 Lesons
39 minutes
On-Demand
Free-Video
Elastic

ElasticON EMEA - The Search for Relevance with Vector Search

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Explore vector search in Elastic, enabling semantic queries for text, images, and audio. Learn about new intelligent discovery methods and combining vector with traditional search techniques.
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20 Lesons
27 minutes
On-Demand
Free-Video
USENIX

CXL-ANNS - Software-Hardware Collaborative Memory Disaggregation and Computation for Billion-Scale Approximate Nearest Neighbor Search

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Innovative approach for scalable approximate nearest neighbor search using CXL memory disaggregation, caching, and parallel processing to significantly improve performance and efficiency.
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1 Lesons
22 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Multilabel Classification Framework for Approximate Nearest Neighbor Search

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Explore multilabel classification for approximate nearest neighbor search, enhancing space partitioning trees and enabling supervised classifiers as index structures for ANN search.
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11 Lesons
41 minutes
On-Demand
Free-Video
VinAI

Building Deep Retrieval Models in Practical Applications

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Explore deep retrieval models for efficient web-scale data search, balancing accuracy and computational cost. Learn techniques for training robust models with limited labeled data.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
CMU Database Group

pgvector - Stylish Hierarchical Navigable Small World Indexes

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Explore efficient vector similarity search using pgvector's Hierarchical Navigable Small World indexes for PostgreSQL databases.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video