Collection of algorithms covering various topics and demonstrating data science principles and techniques, developed while attending the Foundations of Data Science course at RWTH Aachen University.
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Updated
Dec 22, 2022 - Python
Collection of algorithms covering various topics and demonstrating data science principles and techniques, developed while attending the Foundations of Data Science course at RWTH Aachen University.
Implementation of Count-Min Sketch using Pyhon. Count-Min Sketch (CMS) is a probabilistic data structure that serves as a frequency table of events in a stream of data.
Research algorithms and data structures in several languages
A lossy counting algorithm implemented to determine the top trending hashtags using the Twitter API to get a continuous stream of tweets.
An application of priority queue and streaming algorithms.
A Node-Red node realizing the 𝗣² algorithm of Jain and Chlamtec (1985) for dynamic calculation of quantiles without storing observations
Python library implementing a subset of streaming algorithms. Includes variations of these algorithms (e.g. adversarially robust), as well as support for multiple data types.
A set of links and repos for modern online random forests
Simple implementation of the Pi spigot algorithm, written in assembly
An implementation of the Greenwald-Khanna approximate quantile streaming algorithm as a Spark user-defined aggregate function.
A Java implementation of the experiments for the paper "Dimensionality-adaptive k-center in sliding windows"
Distributed and Online Maintenance of Bayesian Networks in Apache Flink
you can learning operating midwife in operate room in VR hospital within AI robots for the first time in all around the world
A project for streaming algorithms: Bloom filtering, Flajolet-Martin Algorithm, Fixed-Size Sampling
Approximation streaming algorithms, written in Go
DiCeS: Distributed Community Detection Over Streams
Bachelor thesis - a implementation of streaming algorithms for finding symetric difference of very large and very similar sets
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