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Top 23 Python Opensource Projects
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cassowary
Run Windows Applications on Linux as if they are native, Use linux applications to launch files files located in windows vm without needing to install applications on vm. With easy to use configuration GUI
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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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aimet
AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.
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video-to-ascii
It is a simple python package to play videos in the terminal using characters as pixels
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meltano
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
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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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pybossa
PYBOSSA is the ultimate crowdsourcing framework (aka microtasking) to analyze or enrich data that can't be processed by machines alone.
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Ganeti
Ganeti is a virtual machine cluster management tool built on top of existing virtualization technologies such as Xen or KVM and other open source software.
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libresbc
An open source Session Border Controller 🌟 The SBC you dream about 🗽 LibreSBC will help you save thousands of dollars.
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h2o-wizardlm
Open-Source Implementation of WizardLM to turn documents into Q:A pairs for LLM fine-tuning
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ovos-buildroot
Open Voice Operating System - Buildroot edition is a minimalistic linux OS bringing the OVOS voice assistant to embbeded, low-spec headless and/or small (touch)screen devices.
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Hacktoberfest2023
About Make your Pull Request on Hacktoberfest 2023. Don't forget to spread love and if you like give us a ⭐️
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domonic
Create HTML with python 3 using a standard DOM API. Includes a python port of JavaScript for interoperability and tons of other cool features. A fast prototyping library.
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TrackLater
TrackLater helps you track time after-the-fact by combining clues and showing your day on a simple timeline view.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: How are you running Windows only applications on your Linux ThinkPad? | /r/thinkpad | 2023-06-17I'm using virtualbox on my x220, of I really need windows. However, if you setup a VM from scratch anyway, I would rather go with KVM/QEMU and maybe even try https://github.com/casualsnek/cassowary, to launch the windows programms directly under Linux, with the VM running "in the background".
Project mention: Ask HN: How to come up with a useful, coding hobby project? | news.ycombinator.com | 2023-08-27pal to ascii : https://github.com/joelibaceta/video-to-ascii
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[0] : https://en.wikipedia.org/wiki/Philo_Farnsworth
[1] : punch card : https://www.youtube.com/watch?v=Oke-7lsvFug
original pearl programming : https://www.youtube.com/watch?v=gALLuttm8tI
Project mention: meltano VS cloudquery - a user suggested alternative | libhunt.com/r/meltano | 2023-06-02
In that course, we learned about the basics of open source, like how to make good PRs and contribute to random open-source projects, and how to use Git effectively in the process. We participated in events like Hacktoberfest that helped us embrace the spirit of open source.
Project mention: RAG Using Structured Data: Overview and Important Questions | news.ycombinator.com | 2024-01-10Ok, using ChatGPT and Bard (the irony lol) I learned a bit more about GNNs:
GNNs are probabilistic and can be trained to learn representations in graph-structured data and handling complex relationships, while classical graph algorithms are specialized for specific graph analysis tasks and operate based on predefined rules/steps.
* Why is PyG it called "Geometric" and not "Topologic" ?
Properties like connectivity, neighborhoods, and even geodesic distances can all be considered topological features of a graph. These features remain unchanged under continuous deformations like stretching or bending, which is the defining characteristic of topological equivalence. In this sense, "PyTorch Topologic" might be a more accurate reflection of the library's focus on analyzing the intrinsic structure and connections within graphs.
However, the term "geometric" still has some merit in the context of PyG. While most GNN operations rely on topological principles, some do incorporate notions of Euclidean geometry, such as:
- Node embeddings: Many GNNs learn low-dimensional vectors for each node, which can be interpreted as points in a vector space, allowing geometric operations like distances and angles to be applied.
- Spectral GNNs: These models leverage the eigenvalues and eigenvectors of the graph Laplacian, which encodes information about the geometric structure and distances between nodes.
- Manifold learning: Certain types of graphs can be seen as low-dimensional representations of high-dimensional manifolds. Applying GNNs in this context involves learning geometric properties on the manifold itself.
Therefore, although topology plays a primary role in understanding and analyzing graphs, geometry can still be relevant in certain contexts and GNN operations.
* Real world applications:
- HuggingFace has a few models [0] around things like computational chemistry [1] or weather forecasting.
- PyGod [2] can be used for Outlier Detection (Anomaly Detection).
- Apparently ULTRA [3] can "infer" (in the knowledge graph sense), that Michael Jackson released some disco music :-p (see the paper).
- RGCN [4] can be used for knowledge graph link prediction (recovery of missing facts, i.e. subject-predicate-object triples) and entity classification (recovery of missing entity attributes).
- GreatX [5] tackles removing inherent noise, "Distribution Shift" and "Adversarial Attacks" (ex: noise purposely introduced to hide a node presence) from networks. Apparently this is a thing and the field is called "Graph Reliability" or "Reliable Deep Graph Learning". The author even has a bunch of "awesome" style lists of links! [6]
- Finally this repo has a nice explanation of how/why to run machine learning algorithms "outside of the DB":
"Pytorch Geometric (PyG) has a whole arsenal of neural network layers and techniques to approach machine learning on graphs (aka graph representation learning, graph machine learning, deep graph learning) and has been used in this repo [7] to learn link patterns, also known as link or edge predictions."
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0: https://huggingface.co/models?pipeline_tag=graph-ml&sort=tre...
1: https://github.com/Microsoft/Graphormer
2: https://github.com/pygod-team/pygod
3: https://github.com/DeepGraphLearning/ULTRA
4: https://huggingface.co/riship-nv/RGCN
5: https://github.com/EdisonLeeeee/GreatX
6: https://edisonleeeee.github.io/projects.html
7: https://github.com/Orbifold/pyg-link-prediction
Project mention: Open-Source Implementation of WizardLM to turn documents into Q:A pairs for LLM fine-tuning | /r/aipromptprogramming | 2023-05-29
Project mention: Hacktoberfest 2023: A Digital Swag Revolution for Open-Source Enthusiasts | dev.to | 2023-10-29Official Hacktoberfest Website GitHub's Blog DigitalOcean's Blog
Project mention: Ludic: New framework for Python with seamless Htmx support | news.ycombinator.com | 2024-03-21
Python Opensource related posts
- KeepYourMouthShut – A Python program to auto-generate Podcasts
- Show HN: KeepYourMouthShut – Creating podcasts has never been easier
- Good Ai for a podcast
- Late Night Random Discussion Thread - 05 December, 2023
- A chess terminal user interface implementation
- Need to replace ElevenLabs with Edge-TTS
- KeepYourMouthShut - free and open-source solution for producing Podcasts
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A note from our sponsor - InfluxDB
www.influxdata.com | 26 Apr 2024
Index
What are some of the best open-source Opensource projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | eiten | 2,655 |
2 | cassowary | 2,627 |
3 | aimet | 1,908 |
4 | video-to-ascii | 1,621 |
5 | meltano | 1,587 |
6 | privacyIDEA | 1,429 |
7 | Hacktoberfest | 1,314 |
8 | pygod | 1,208 |
9 | pybossa | 732 |
10 | DGFraud | 655 |
11 | Ganeti | 463 |
12 | keylime | 375 |
13 | libresbc | 325 |
14 | netbox-proxbox | 285 |
15 | h2o-wizardlm | 270 |
16 | Outfit-Fonts | 234 |
17 | ovos-buildroot | 215 |
18 | TradeAlgo | 157 |
19 | Hacktoberfest2023 | 133 |
20 | domonic | 130 |
21 | UGFraud | 123 |
22 | TrackLater | 122 |
23 | audiocraft-webui | 121 |
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