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Benchmarks of approximate nearest neighbor libraries in Python
Updated
Jul 13, 2021
Python
For extensive instructor led learning
Updated
Jun 27, 2021
Jupyter Notebook
Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data
Python implementation of KNN and DTW classification algorithm
Updated
Oct 3, 2018
Jupyter Notebook
A Python library for common tasks on 3D point clouds
Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].
Updated
Feb 3, 2021
Python
High performance nearest neighbor data structures and algorithms for Julia.
Updated
Jun 14, 2021
Julia
A scalable nearest neighbor search library in Apache Spark
Updated
Mar 29, 2019
Scala
Fast Approximate Nearest Neighbor (ANN) searches with a PostgreSQL database.
Updated
Aug 4, 2020
Python
Improving Generalization via Scalable Neighborhood Component Analysis
Updated
Sep 2, 2018
Python
Fast Near-Duplicate Image Search and Delete using pHash, t-SNE and KDTree.
Updated
Jun 8, 2021
Python
Performance evaluation of nearest neighbor search using Vespa, Elasticsearch and Open Distro for Elasticsearch K-NN
Updated
May 7, 2021
Python
Fast k-Nearest Neighbors Classifier for Large Datasets
A lightweight and efficient Python Morton encoder with support for geo-hashing
Updated
Aug 8, 2019
Python
PostgreSQL extension for spatial indexing on a sphere
Compressing Representations for Self-Supervised Learning
Updated
Feb 18, 2021
Python
R package providing fast nearest neighbour search (wraps ANN library)
A memory-resident geospatial index library for Java
Updated
Oct 13, 2020
Java
All the code for a series of Medium articles on Approximate Nearest Neighbors
Updated
Aug 7, 2021
Jupyter Notebook
A generic vantage point tree (vp-tree) implementation in Java
Updated
May 12, 2021
Java
A fast, accurate, and modularized dimensionality reduction approach based on diffusion harmonics and graph layouts. Escalates to millions of samples on a personal laptop. Adds high-dimensional big data intrinsic structure to your clustering and data visualization workflow.
Updated
Apr 4, 2021
Python
Efficient approximate k-nearest neighbors graph construction and search in Julia
Updated
May 11, 2021
Julia
Misc Statistics and Machine Learning codes in R
Data Mining Algorithms with C# using LINQ
rust implementation of octree algorithm for nearest neighbor search in 3D space
Updated
Mar 10, 2020
Rust
Performance comparison of the MRPT algorithm to other approximate nearest neighbor search libraries
A Cython interface to FLANN
Updated
Nov 25, 2020
Python
Updated
May 11, 2017
Python
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Note that this is different from #60, as that one concerns only scaling.
Here are some results from TIOGA (with CudaUVM). Three variants:
unsigned intforsize_typetemplate parameter in Kokkos' BinSort [here]