Data Science & Machine Learning
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๐ŸŒŸ๐ŸŒ Be part of the global science community!
Follow the UNESCOโ€“Al Fozan International Prize for inspiring stories, breakthroughs, and opportunities in STEM (Science, Technology, Engineering, and Mathematics).

๐Ÿ“ฒ Follow us here:
https://x.com/UNESCO_AlFozan/status/1955702609932902734
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๐Ÿš€ ๐—ง๐—ผ๐—ฝ ๐Ÿฏ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ง๐—ผ ๐——๐—ผ๐—บ๐—ถ๐—ป๐—ฎ๐˜๐—ฒ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ ๐Ÿ˜

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๐Ÿ’ก Donโ€™t just keep up with 2025, stay ahead of it!
Top 5 Data Science Data Terms
๐Ÿ”ฅ3โค1๐Ÿ‘1
๐Ÿš€Here are 5 fresh Project ideas for Data Analysts ๐Ÿ‘‡

๐ŸŽฏ ๐—”๐—ถ๐—ฟ๐—ฏ๐—ป๐—ฏ ๐—ข๐—ฝ๐—ฒ๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐Ÿ 
https://www.kaggle.com/datasets/arianazmoudeh/airbnbopendata

๐Ÿ’กThis dataset describes the listing activity of homestays in New York City

๐ŸŽฏ ๐—ง๐—ผ๐—ฝ ๐—ฆ๐—ฝ๐—ผ๐˜๐—ถ๐—ณ๐˜† ๐˜€๐—ผ๐—ป๐—ด๐˜€ ๐—ณ๐—ฟ๐—ผ๐—บ ๐Ÿฎ๐Ÿฌ๐Ÿญ๐Ÿฌ-๐Ÿฎ๐Ÿฌ๐Ÿญ๐Ÿต ๐ŸŽต

https://www.kaggle.com/datasets/leonardopena/top-spotify-songs-from-20102019-by-year

๐ŸŽฏ๐—ช๐—ฎ๐—น๐—บ๐—ฎ๐—ฟ๐˜ ๐—ฆ๐˜๐—ผ๐—ฟ๐—ฒ ๐—ฆ๐—ฎ๐—น๐—ฒ๐˜€ ๐—™๐—ผ๐—ฟ๐—ฒ๐—ฐ๐—ฎ๐˜€๐˜๐—ถ๐—ป๐—ด ๐Ÿ“ˆ

https://www.kaggle.com/c/walmart-recruiting-store-sales-forecasting/data
๐Ÿ’กUse historical markdown data to predict store sales

๐ŸŽฏ ๐—ก๐—ฒ๐˜๐—ณ๐—น๐—ถ๐˜… ๐— ๐—ผ๐˜ƒ๐—ถ๐—ฒ๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ฉ ๐—ฆ๐—ต๐—ผ๐˜„๐˜€ ๐Ÿ“บ

https://www.kaggle.com/datasets/shivamb/netflix-shows
๐Ÿ’กListings of movies and tv shows on Netflix - Regularly Updated

๐ŸŽฏ๐—Ÿ๐—ถ๐—ป๐—ธ๐—ฒ๐—ฑ๐—œ๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜ ๐—ท๐—ผ๐—ฏ๐˜€ ๐—น๐—ถ๐˜€๐˜๐—ถ๐—ป๐—ด๐˜€ ๐Ÿ’ผ

https://www.kaggle.com/datasets/cedricaubin/linkedin-data-analyst-jobs-listings
๐Ÿ’กMore than 8400 rows of data analyst jobs from USA, Canada and Africa.

ENJOY LEARNING ๐Ÿ‘๐Ÿ‘
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๐Ÿ“Š Data Science Project Ideas to Practice & Master Your Skills โœ…

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Which of the following is essential for any well-documented data science project?
Anonymous Quiz
5%
a) Fancy UI design
4%
b) Only code files
84%
c) README file explaining problem, steps & results
7%
d) Just a model accuracy score
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Your model performs well on training data but poorly on test data. Whatโ€™s likely missing?
Anonymous Quiz
25%
a) Hyperparameter tuning
74%
b) Overfitting handling
1%
c) More print statements
0%
d) Fancy visualizations
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Which file should you upload along with your Jupyter Notebook to make your project reproducible?
Anonymous Quiz
6%
a) Screenshot of results
11%
b) Excel output file
79%
c) requirements.txt or environment.yml
4%
d) A video walkthrough
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Which of the following is NOT a recommended practice when uploading a data science project to GitHub?*
Anonymous Quiz
22%
A) Including a well-written README.md with setup and usage instructions
64%
B) Uploading large raw datasets directly into the repository
6%
C) Organizing code into modular scripts under a src/ folder
8%
D) Providing a requirements.txt or environment.yml for dependencies
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