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Top 23 unsupervised-learning Open-Source Projects
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transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
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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-artificial-intelligence
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.
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anomalib
An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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Machine-Learning-Specialization-Coursera
Contains Solutions and Notes for the Machine Learning Specialization By Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG
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awesome-community-detection
A curated list of community detection research papers with implementations.
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SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations (by sthalles)
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karateclub
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)
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SfMLearner
An unsupervised learning framework for depth and ego-motion estimation from monocular videos
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Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
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similarity
TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
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athena
an open-source implementation of sequence-to-sequence based speech processing engine (by athena-team)
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Awesome-VAEs
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
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SaaSHub
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Project mention: A Comprehensive Guide for Building Rag-Based LLM Applications | news.ycombinator.com | 2023-09-13This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod
Project mention: anomaly-detection-resources: NEW Extended Research - star count:7507.0 | /r/algoprojects | 2023-10-24
Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13Then, when it comes to semi-supervised learning for anomaly detection, I had positive experiences with Anomalib which offers a robust library dedicated to deep learning anomaly detection algorithms. They implemented the latest models with PyTorch and offer tools to benchmark their performance.
I cannot recommend Andrew Ng's courses on Machine Learning enough. Something like this seems like it would cover everything you're looking for.
https://www.coursera.org/learn/machine-learning
I cannot speak to the author of the content of this github repo, but it appears they have completed the course and included all of the solutions here. It might let you jump right to what you're looking for.
https://github.com/greyhatguy007/Machine-Learning-Specializa...
Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13Numerous tools exist for detecting anomalies in time series data, but Alibi Detect stood out to me, particularly for its capabilities and its compatibility with both TensorFlow and PyTorch backends.
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).
unsupervised-learning related posts
- Defect Detection using Computer Vision
- Crooks’ Mistaken Bet on Encrypted Phones
- ELI5 hardware keylogging
- Positive and Negative Sampling Strategies for Representation Learning in Semantic Search
- [D] Distributions to represent an Image Dataset
- Early anomaly detection / Failure prediction on time series
- Anomaly detection in images using PatchCore
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A note from our sponsor - SaaSHub
www.saashub.com | 23 Apr 2024
Index
What are some of the best open-source unsupervised-learning projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | stanford-cs-229-machine-learning | 16,526 |
| 2 | transferlearning | 12,841 |
| 3 | awesome-artificial-intelligence | 9,629 |
| 4 | pyod | 7,928 |
| 5 | anomaly-detection-resources | 7,858 |
| 6 | simclr | 3,922 |
| 7 | anomalib | 3,090 |
| 8 | mmselfsup | 3,079 |
| 9 | Machine-Learning-Specialization-Coursera | 2,680 |
| 10 | opencog | 2,304 |
| 11 | awesome-community-detection | 2,265 |
| 12 | SimCLR | 2,109 |
| 13 | karateclub | 2,084 |
| 14 | alibi-detect | 2,082 |
| 15 | SfMLearner | 1,907 |
| 16 | minisom | 1,379 |
| 17 | Unsupervised-Classification | 1,301 |
| 18 | HyperGAN | 1,190 |
| 19 | similarity | 994 |
| 20 | autovc | 961 |
| 21 | athena | 930 |
| 22 | ADBench | 770 |
| 23 | Awesome-VAEs | 755 |
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