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Top 23 Python Data Mining Projects
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EasyOCR
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
https://github.com/JaidedAI/EasyOCR
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ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
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pyod
A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
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Project mention: anomaly-detection-resources: NEW Extended Research - star count:7507.0 | /r/algoprojects | 2023-10-24
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catboost
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
Project mention: CatBoost: Open-source gradient boosting library | news.ycombinator.com | 2024-03-05 -
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I know I've tooted its horn before, but Orange3 is a pretty neat Python-based GUI platform that makes this and a metric buttload of other statistical/ML techniques available to non-programmer types.
Just watch out for null character `x00` in the corpus. That always seems to kill it stone dead.
https://orangedatamining.com/
https://orange3.readthedocs.io/projects/orange-visual-progra...
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pdftabextract
A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
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CleverCSV
CleverCSV is a Python package for handling messy CSV files. It provides a drop-in replacement for the builtin CSV module with improved dialect detection, and comes with a handy command line application for working with CSV files.
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deep_gcns_torch
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
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PyPOTS
A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation/classification/clustering/forecasting/anomaly detection/cleaning on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
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RD-Agent
Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automate these high-value generic R&D processes through our open source R&D automation tool RD-Agent, which let AI drive data-driven AI.
Project mention: RD-Agent: LLM-based autonomous evolving agents for industrial data-driven R&D | news.ycombinator.com | 2024-09-25 -
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First time coming across this, looks very cool! Definitely some ideas there that I'd like to implement for osintbuddy. Another project I'm going to be taking some ideas from is: https://github.com/ail-project/ail-framework - a modular framework to analyse potential information leaks
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matrixprofile
A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.
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).
Python Data Mining discussion
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A note from our sponsor - SaaSHub
www.saashub.com | 9 Oct 2024
Index
What are some of the best open-source Data Mining projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | EasyOCR | 23,959 |
| 2 | ML-From-Scratch | 23,876 |
| 3 | gensim | 15,591 |
| 4 | pyod | 8,478 |
| 5 | anomaly-detection-resources | 8,273 |
| 6 | catboost | 8,025 |
| 7 | sktime | 7,784 |
| 8 | orange | 4,816 |
| 9 | pdftabextract | 2,208 |
| 10 | invoice2data | 1,811 |
| 11 | awesome-fraud-detection-papers | 1,606 |
| 12 | pycm | 1,445 |
| 13 | CleverCSV | 1,254 |
| 14 | deep_gcns_torch | 1,133 |
| 15 | nfstream | 1,075 |
| 16 | PyPOTS | 1,005 |
| 17 | aeon | 979 |
| 18 | ADBench | 824 |
| 19 | UnityPy | 809 |
| 20 | RD-Agent | 756 |
| 21 | pm4py-core | 708 |
| 22 | ail-framework | 574 |
| 23 | matrixprofile | 361 |
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