Top 13 Python R Projects
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Project mention: [Q] What industries use R over Python? Is it better to learn Python rather than R? I will be learning both, but want to know which I should focus on more. | reddit.com/r/statistics | 2022-01-22
Shiny is pretty great, but python has dash and streamlit, which in my opinion are nicer to use.
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Prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
Project mention: Uber Releases V1.1 of Orbit: A Python Package to Perform Bayesian Time-Series Analysis and Forecasting | reddit.com/r/Python | 2022-01-15 -
Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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The project predates Facebook’s name-change to Meta. That’s gotta be irksome.
Project site: https://metaflow.org
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- We mostly use notebooks as scratchpads or alpha prototypes.
- Papermill is a great tool when setting up a scheduled notebook and then shipping the output to S3: https://papermill.readthedocs.io/en/latest/
- When turning notebooks into more user-facing prototypes, I've found Streamlit is excellent for ship something really fast. Some of these prototypes have stuck around as Streamlit apps when there's 1-3 users who need to use them regularly.
- Moving to full-blown apps is much tougher and time-consuming.
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Project mention: Creating a web app in Python without knowledge of HTML/CSS/JavaScript | reddit.com/r/Python | 2021-04-27
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m2cgen
Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies
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AIF360
A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
Project mention: Building a Responsible AI Solution - Principles into Practice | dev.to | 2022-01-10Besides the existing monitoring solution mentioned in the section above, we were also took inspiration from continuous integration and continuous delivery (CI/CD) testing tools like Jenkins and Circle CI, on the engineering front, and existing fairness libraries like Microsoft's Fairlearn and IMB's Fairness 360, on the machine learning side of things.
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SonarLint
Deliver Cleaner and Safer Code - Right in Your IDE of Choice!. SonarLint is a free and open source IDE extension that identifies and catches bugs and vulnerabilities as you code, directly in the IDE. Install from your favorite IDE marketplace today.
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arl
lists of most popular repositories for most favoured programming languages (according to StackOverflow)
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Project mention: To those that use R without RStudio: Why? and What do you do instead? | reddit.com/r/Rlanguage | 2021-08-06
I use radian in a terminal
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nintendo-games-ratings
Dataset and visualizations of Nintendo Games and ratings, scraped from metacritic.com
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treeplotter
A Python package for tree plotting. Wraps TreantJS and R's webshot package to render high-res tree visualizations.
Project mention: Plotting a decision tree where each node is a figure [D] | reddit.com/r/MachineLearning | 2021-06-09Hi, u/sk81k! FYI: version 0.2.0 (hopefully coming out in a few days) of the treeplotter package (pip3 install treeplotter) will have this supported. The API is a bit unstable at the moment (it's currently at the first release), but any testing would be much appreciated! Find the source here: https://github.com/Luke-Poeppel/treeplotter.
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Project mention: Ask HN: What are some tools / libraries you built yourself? | news.ycombinator.com | 2021-05-16
I wrote a small python package call r_Freeze: https://github.com/chinmayshah99/r_freeze.
It essentially scanned all the R files in a given directory and generates a file with all external packages that are used by the program.
Its super useful when the R code/ directory doesn't have requirements.txt or basically list of packages that need to be installed.
Python R related posts
- Uber Releases V1.1 of Orbit: A Python Package to Perform Bayesian Time-Series Analysis and Forecasting
- prophet: NEW Data - star count:13871.0
- prophet: NEW Data - star count:13871.0
- prophet: NEW Data - star count:13871.0
- prophet: NEW Data - star count:13871.0
- prophet: NEW Data - star count:13871.0
- prophet: NEW Data - star count:13871.0
Index
What are some of the best open-source R projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | dash | 15,804 |
| 2 | Prophet | 13,943 |
| 3 | metaflow | 5,178 |
| 4 | papermill | 4,510 |
| 5 | wave | 2,793 |
| 6 | m2cgen | 1,992 |
| 7 | AIF360 | 1,612 |
| 8 | arl | 1,600 |
| 9 | radian | 1,240 |
| 10 | jupyterlab_code_formatter | 501 |
| 11 | nintendo-games-ratings | 16 |
| 12 | treeplotter | 6 |
| 13 | r_freeze | 1 |
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