pynanoflannUnofficial python wrapper to the nanoflann k-d tree
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awesome-vector-searchCollections of vector search related libraries, service and research papers
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libkdtreelibkdtree++ is an STL-like C++ template container implementation of k-dimensional space sorting, using a kd-tree. It sports a theoretically unlimited number of dimensions, and can store any data structure. Fork of the project once available from http://libkdtree.alioth.debian.org/
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ALPR-IndonesiaAutomatic license plate recognition for Indonesian plate (White on black)
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ScannsA scalable nearest neighbor search library in Apache Spark
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pqtableFast search algorithm for product-quantized codes via hash-tables
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drowsiness-detectionTo identify the driver's drowsiness based on real-time camera image and image processing techniques. 졸음운전 감지 시스템. OpenCV
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PgannFast Approximate Nearest Neighbor (ANN) searches with a PostgreSQL database.
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Knn MattingSource Code for KNN Matting, CVPR 2012 / TPAMI 2013. MATLAB code ready to run. Simple and robust implementation under 40 lines.
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NeighborNearest neighbor search for Rails and Postgres
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spark-annoyBuilding Annoy Index on Apache Spark
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MoTISMobile(iOS) Text-to-Image search powered by multimodal semantic representation models(e.g., OpenAI's CLIP). Accepted at NAACL 2022.
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Recommender-SystemsImplementing Content based and Collaborative filtering(with KNN, Matrix Factorization and Neural Networks) in Python
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annoy.rbannoy-rb provides Ruby bindings for the Annoy (Approximate Nearest Neighbors Oh Yeah).
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scikit-hubnessA Python package for hubness analysis and high-dimensional data mining
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lshensembleLSH index for approximate set containment search
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bitpitOpen source library for scientific HPC
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ikd-TreeThis repository provides implementation of an incremental k-d tree for robotic applications.
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Faiss tipsSome useful tips for faiss
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ElastiknnElasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.
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Machine learning trading algorithmMaster's degree project: Development of a trading algorithm which uses supervised machine learning classification techniques to generate buy/sell signals
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Ganngann(go-approximate-nearest-neighbor) is a library for Approximate Nearest Neighbor Search written in Go
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vektonnvektonn.github.io/vektonn
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GgnnGGNN: State of the Art Graph-based GPU Nearest Neighbor Search
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pointu✏️ Pointillisme tool based on Weighted Voronoi Stippling
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wordvector beWeb服务:使用腾讯 800 万词向量模型和 spotify annoy 引擎得到相似关键词
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fastknnFast k-Nearest Neighbors Classifier for Large Datasets
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paccmann kinase binding residuesComparison of active site and full kinase sequences for drug-target affinity prediction and molecular generation. Full paper: https://pubs.acs.org/doi/10.1021/acs.jcim.1c00889
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kdtree-rsK-dimensional tree in Rust for fast geospatial indexing and lookup
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Trajectory-Analysis-and-Classification-in-Python-Pandas-and-Scikit-LearnFormed trajectories of sets of points.Experimented on finding similarities between trajectories based on DTW (Dynamic Time Warping) and LCSS (Longest Common SubSequence) algorithms.Modeled trajectories as strings based on a Grid representation.Benchmarked KNN, Random Forest, Logistic Regression classification algorithms to classify efficiently t…
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MachineLearning机器学习教程,本教程包含基于numpy、sklearn与tensorflow机器学习,也会包含利用spark、flink加快模型训练等用法。本着能够较全的引导读者入门机器学习。
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Portrait FCN and 3D ReconstructionThis project is to convert PortraitFCN+ (by Xiaoyong Shen) from Matlab to Tensorflow, then refine the outputs from it (converted to a trimap) using KNN and ResNet, supervised by Richard Berwick.
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Fall-Detection-DatasetFUKinect-Fall dataset was created using Kinect V1. The dataset includes walking, bending, sitting, squatting, lying and falling actions performed by 21 subjects between 19-72 years of age.
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Handwritten-Digits-Classification-Using-KNN-Multiclass Perceptron-SVM🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
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MrptFast and lightweight header-only C++ library (with Python bindings) for approximate nearest neighbor search
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DolphinnHigh Dimensional Approximate Near(est) Neighbor
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TarsoslshA Java library implementing practical nearest neighbour search algorithm for multidimensional vectors that operates in sublinear time. It implements Locality-sensitive Hashing (LSH) and multi index hashing for hamming space.
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ValdVald. A Highly Scalable Distributed Vector Search Engine
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MSFOfficial code for "Mean Shift for Self-Supervised Learning"
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NanopqPure python implementation of product quantization for nearest neighbor search
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dlime experimentsIn this work, we propose a deterministic version of Local Interpretable Model Agnostic Explanations (LIME) and the experimental results on three different medical datasets shows the superiority for Deterministic Local Interpretable Model-Agnostic Explanations (DLIME).
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deforestationA machine learning exercise, using KNN to classify deforested areas
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RiiFast and memory-efficient ANN with a subset-search functionality
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ml-simulationsAnimated Visualizations of Popular Machine Learning Algorithms
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AnnoyApproximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk
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Rayuela.jlCode for my PhD thesis. Library of quantization-based methods for fast similarity search in high dimensions. Presented at ECCV 18.
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node-kdtreeA node.js add-on for performing efficient Nearest Neighbor searches using libkdtree.
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KernelKnnKernel k Nearest Neighbors in R
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Amazon-Fine-Food-ReviewMachine learning algorithm such as KNN,Naive Bayes,Logistic Regression,SVM,Decision Trees,Random Forest,k means and Truncated SVD on amazon fine food review
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vpsearchC library for finding nearest (most similar) element in a set
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rrgeoA fast, offline, reverse geocoder
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