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Travis Tang

Travis Tang

These are the best posts from Travis Tang .

3 viral posts with 5,788 likes, 180 comments, and 473 shares.
3 image posts, 0 carousel posts, 0 video posts, 0 text posts.

๐Ÿ‘‰ Go deeper on Travis Tang 's LinkedIn with the ContentIn Chrome extension ๐Ÿ‘ˆ

Best Posts by Travis Tang on LinkedIn

๐Ÿ’ก SQL query execution order, visualised!

This explains why you canโ€™t have an aggregate statement in the WHERE clause, since aggregation happens after filtering.

Credits to ValentinaCupac on Twitter.

#sql #analytics #datascience
๐Ÿค” Do you know how to structure your data science projects neatly? If not, haven't you lost a file because you don't remember where it's stored?

When I first started my data science projects, I was working almost exclusively on Jupyter notebooks... As I progress in the journey, I needed to use scripts and start version controlling.

๐Ÿšง Having no structure in my projects proved to be a roadblock - it's so easy to lose track of where things are.

๐Ÿงฝ That's when I realize the importance of having a clean, planned structure for a project.

๐Ÿง  With a structure, you won't need to rely on your memory to know which file is stored in which randomly named folder anymore. It helps my mind to focus on more important things!

๐Ÿค Having a structure makes your code more maintainable and shareable too!

Thanks a lot to Baran KรถseoฤŸlu for sharing this useful structure in a blog post (modified)

(Edit) Danny suggested that we have folders to document experiments on methods and approaches too!

Bonus: cookiecutter is a python package that helps you make this structure automatically!

๐Ÿค— Follow me for frequent data science tips and updates!

#datascience #datascience #machinelearning #python #data #programming
๐Ÿ“š 5 amazing Github repos for data science!

Learn skills or discover useful resources with these repositories.

1๏ธโƒฃ ๐— ๐—Ÿ ๐—ณ๐—ผ๐—ฟ ๐—•๐—ฒ๐—ด๐—ถ๐—ป๐—ป๐—ฒ๐—ฟ๐˜€ ๐—ฏ๐˜† ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ (https://lnkd.in/gGcN5KGC)
Learn machine learning with Microsoftโ€™s hands-on curriculum

2๏ธโƒฃ ๐——๐—ฒ๐—ฒ๐—ฝ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐——๐—ฟ๐—ถ๐˜‡๐˜‡๐—น๐—ฒ (https://lnkd.in/gGJJjTFN)ย 
Find top universitiesโ€™ publicly available deep learning classes

3๏ธโƒฃ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ (https://lnkd.in/g3mUXU-r)
Prepare for your upcoming interview with this repository of questions.

4๏ธโƒฃ ๐—”๐˜„๐—ฒ๐˜€๐—ผ๐—บ๐—ฒ ๐— ๐—ฎ๐—ฐ๐—ต๐—ถ๐—ป๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด (https://lnkd.in/g-X_4miP
Discover machine learning tools and resources for beginners and advanced practitioners alike

5๏ธโƒฃ ๐Ÿฑ๐Ÿฌ๐Ÿฌ ๐— ๐—Ÿ ๐—ฃ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜๐˜€ ๐˜„๐—ถ๐˜๐—ต ๐—–๐—ผ๐—ฑ๐—ฒ (https://lnkd.in/grSnzXNv

What else would you recommend?

#datascience #dataanalytics #machinelearning

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