dimensionality-reduction

Open-source projects categorized as dimensionality-reduction

Top 9 dimensionality-reduction Open-Source Projects

  • umap

    Uniform Manifold Approximation and Projection

  • Project mention: Show HN: Exploring HN by mapping and analyzing 40M posts and comments for fun | news.ycombinator.com | 2024-05-09

    Indeed, TensorFlow likes pushing everything to the GPU by default whereas many PyTorch DL implementations encourage feeding data from the CPU to the GPU as needed with a DataLoader.

    There have been attempts at a PyTorch port of Parametric UMAP (https://github.com/lmcinnes/umap/issues/580) but nothing as good.

  • awesome-single-cell

    Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo
  • awesome-community-detection

    A curated list of community detection research papers with implementations.

  • minisom

    :red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

  • ivis

    Dimensionality reduction in very large datasets using Siamese Networks

  • uwot

    An R package implementing the UMAP dimensionality reduction method.

  • bhtsne

    Parallel Barnes-Hut t-SNE implementation written in Rust.

  • SaaSHub

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  • ezancestry

    Easy genetic ancestry predictions in Python

  • TensorFlow2.0_Notebooks

    Implementation of a series of Neural Network architectures in TensorFow 2.0

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

dimensionality-reduction related posts

  • Show HN: Exploring HN by mapping and analyzing 40M posts and comments for fun

    7 projects | news.ycombinator.com | 9 May 2024
  • [OC] Clustering Images with OpenAI CLIP, T-SNE, UMAP & Plotly

    2 projects | /r/dataisbeautiful | 29 Apr 2023
  • Using the 80:20 rule, what top 20% of your tools, statistical tests, activities, etc. do you use to generate 80% of your results?

    1 project | /r/datascience | 5 Aug 2022
  • [D] In UMAP and PyNNDescent, the conversion of Cosine and Correlation measures to distance metric seems problematic

    2 projects | /r/MachineLearning | 17 Jul 2022
  • [P] Ivis: Dimensionality Reduction In Very Large Datasets Using Siamese Networks

    1 project | /r/MachineLearning | 8 Dec 2021
  • I built an Image Search Engine using OpenAI CLIP and Images from Wikimedia

    3 projects | /r/learnmachinelearning | 30 Nov 2021
  • We Analyzed 425,909 Favicons

    5 projects | news.ycombinator.com | 20 Oct 2021
  • A note from our sponsor - SaaSHub
    www.saashub.com | 14 May 2024
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Index

What are some of the best open-source dimensionality-reduction projects? This list will help you:

Project Stars
1 umap 6,969
2 awesome-single-cell 2,927
3 awesome-community-detection 2,270
4 minisom 1,390
5 ivis 318
6 uwot 307
7 bhtsne 60
8 ezancestry 56
9 TensorFlow2.0_Notebooks 37

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