Code Tutorials in Quarto, Jason Brownlee's Machine Learning Universe, and The Turing Way's mission for Open Science!

Welcome to The Repo! 🚀

Great work deserves to be shared. Especially in data science.
Each week, I'll curate three gems from the data science community:

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🗄️ Re: Remarkable Repository
💻 P:   Prolific Programmer
🏢 O:  Outstanding Organization

I hope you find them as valuable and insightful as I do.
You can find all recommendations in the GitHub repository at finnoh/repo!

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🗄️ Repository | Running R Code, interactively, in your Quarto document

You might have heard of WebR, which enables you to execute R Code directly within your web browser.

Today, we shine a light on coatless/quarto-webr, which brings this functionality to Quarto HTML documents. Great for writing programming tutorials for online classes, your blog, or the course you are teaching!

💻 Programmer | Helping Developers get results with Machine Learning

Meet Jason Brownlee, a truly prolific programmer, machine learning enthusiast, educator, and writer, who stands as a beacon for those navigating the expansive realm of machine learning.

With sheer determination and self-driven initiative, Jason created the monumental tutorial hub, machinelearningmastery.com, a treasure trove of knowledge, as well as multiple eBooks.

Through his practical approach and the power of self-study via small projects, Jason emphasizes the effectiveness of hands-on learning, demonstrating that you don't need a Ph.D. yourself to apply machine learning thoughtfully.

Get started e.g. with one of his elaborate articles on Hyperparameter Tuning with Random Search and Grid Search!

🏢 Organization | Making Open Science too easy not to do

This is a must-read for everyone in academia!

The Turing Way Project is an open-source, community-driven effort focused on advancing reproducible, ethical, and collaborative practices in data science, and hence a can’t-miss recommendation for readers of The Repo.

Emphasizing collaboration, transparency, and the socio-technical skills needed for effective teamwork, The Turing Way provides comprehensive guides and resources, ensuring that projects are easily reproducible and reusable. Join this vibrant global collaboration and explore the transformative journey through the doors of knowledge, guided by The Turing Way.

Some of the topics in their online book include:

• Code testing

• Reproducible Environments

• Project design

• Guide for collaboration

• Research ethics

• …

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