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Top 9 dimensionality-reduction Open-Source Projects
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awesome-single-cell
Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.
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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.
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awesome-community-detection
A curated list of community detection research papers with implementations.
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SaaSHub
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Project mention: Show HN: Exploring HN by mapping and analyzing 40M posts and comments for fun | news.ycombinator.com | 2024-05-09Indeed, 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.
dimensionality-reduction related posts
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Show HN: Exploring HN by mapping and analyzing 40M posts and comments for fun
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[OC] Clustering Images with OpenAI CLIP, T-SNE, UMAP & Plotly
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Using the 80:20 rule, what top 20% of your tools, statistical tests, activities, etc. do you use to generate 80% of your results?
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[D] In UMAP and PyNNDescent, the conversion of Cosine and Correlation measures to distance metric seems problematic
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[P] Ivis: Dimensionality Reduction In Very Large Datasets Using Siamese Networks
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I built an Image Search Engine using OpenAI CLIP and Images from Wikimedia
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We Analyzed 425,909 Favicons
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A note from our sponsor - SaaSHub
www.saashub.com | 14 May 2024
Index
What are some of the best open-source dimensionality-reduction projects? This list will help you:
Project | Stars | |
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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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