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Data Alchemy

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55 contributions to Data Alchemy
๐€ ๐†๐š๐ฆ๐ž-๐‚๐ก๐š๐ง๐ ๐ž๐ซ ๐ข๐ง ๐Œ๐ฒ ๐–๐จ๐ซ๐ค๐Ÿ๐ฅ๐จ๐ฐ
Having used Jupyter Notebook for quite some time, Iโ€™ve always appreciated its flexibility, especially for data science and machine learning tasks. Some benefits Iโ€™ve enjoyed with Jupyter Notebook include:๐˜๐˜ฏ๐˜ต๐˜ฆ๐˜ณ๐˜ข๐˜ค๐˜ต๐˜ช๐˜ท๐˜ฆ ๐˜Š๐˜ฐ๐˜ฅ๐˜ช๐˜ฏ๐˜จ: ๐˜ˆ๐˜ฃ๐˜ช๐˜ญ๐˜ช๐˜ต๐˜บ ๐˜ต๐˜ฐ ๐˜ณ๐˜ถ๐˜ฏ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ ๐˜ค๐˜ฆ๐˜ญ๐˜ญ-๐˜ฃ๐˜บ-๐˜ค๐˜ฆ๐˜ญ๐˜ญ, ๐˜ฎ๐˜ข๐˜ฌ๐˜ช๐˜ฏ๐˜จ ๐˜ช๐˜ต ๐˜ฆ๐˜ข๐˜ด๐˜บ ๐˜ต๐˜ฐ ๐˜ต๐˜ฆ๐˜ด๐˜ต ๐˜ข๐˜ฏ๐˜ฅ ๐˜ช๐˜ต๐˜ฆ๐˜ณ๐˜ข๐˜ต๐˜ฆ ๐˜ฐ๐˜ฏ ๐˜ด๐˜ฎ๐˜ข๐˜ญ๐˜ญ ๐˜ค๐˜ฉ๐˜ถ๐˜ฏ๐˜ฌ๐˜ด ๐˜ฐ๐˜ง ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ. ๐˜™๐˜ช๐˜ค๐˜ฉ ๐˜–๐˜ถ๐˜ต๐˜ฑ๐˜ถ๐˜ต: ๐˜๐˜ตโ€™๐˜ด ๐˜จ๐˜ณ๐˜ฆ๐˜ข๐˜ต ๐˜ง๐˜ฐ๐˜ณ ๐˜ท๐˜ช๐˜ด๐˜ถ๐˜ข๐˜ญ๐˜ช๐˜ป๐˜ช๐˜ฏ๐˜จ ๐˜ฅ๐˜ข๐˜ต๐˜ข, ๐˜จ๐˜ฆ๐˜ฏ๐˜ฆ๐˜ณ๐˜ข๐˜ต๐˜ช๐˜ฏ๐˜จ ๐˜ฑ๐˜ญ๐˜ฐ๐˜ต๐˜ด ๐˜ช๐˜ฏ-๐˜ญ๐˜ช๐˜ฏ๐˜ฆ, ๐˜ข๐˜ฏ๐˜ฅ ๐˜ฆ๐˜ท๐˜ฆ๐˜ฏ ๐˜ณ๐˜ถ๐˜ฏ๐˜ฏ๐˜ช๐˜ฏ๐˜จ ๐˜ฎ๐˜ข๐˜ณ๐˜ฌ๐˜ฅ๐˜ฐ๐˜ธ๐˜ฏ ๐˜ข๐˜ญ๐˜ฐ๐˜ฏ๐˜จ๐˜ด๐˜ช๐˜ฅ๐˜ฆ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ. ๐˜Œ๐˜ข๐˜ด๐˜ฆ ๐˜ฐ๐˜ง ๐˜š๐˜ฉ๐˜ข๐˜ณ๐˜ช๐˜ฏ๐˜จ: ๐˜›๐˜ฉ๐˜ฆ ๐˜ฏ๐˜ฐ๐˜ต๐˜ฆ๐˜ฃ๐˜ฐ๐˜ฐ๐˜ฌ ๐˜ง๐˜ฐ๐˜ณ๐˜ฎ๐˜ข๐˜ต ๐˜ช๐˜ด ๐˜ฆ๐˜ข๐˜ด๐˜บ ๐˜ต๐˜ฐ ๐˜ด๐˜ฉ๐˜ข๐˜ณ๐˜ฆ ๐˜ธ๐˜ช๐˜ต๐˜ฉ ๐˜ฑ๐˜ฆ๐˜ฆ๐˜ณ๐˜ด ๐˜ข๐˜ฏ๐˜ฅ ๐˜ค๐˜ฐ๐˜ญ๐˜ญ๐˜ข๐˜ฃ๐˜ฐ๐˜ณ๐˜ข๐˜ต๐˜ฐ๐˜ณ๐˜ด, ๐˜ฎ๐˜ข๐˜ฌ๐˜ช๐˜ฏ๐˜จ ๐˜ช๐˜ต ๐˜ข ๐˜จ๐˜ฐ-๐˜ต๐˜ฐ ๐˜ง๐˜ฐ๐˜ณ ๐˜ฑ๐˜ณ๐˜ฐ๐˜ซ๐˜ฆ๐˜ค๐˜ต ๐˜ค๐˜ฐ๐˜ญ๐˜ญ๐˜ข๐˜ฃ๐˜ฐ๐˜ณ๐˜ข๐˜ต๐˜ช๐˜ฐ๐˜ฏ. However, recently I tried the Python interactive window in VS Code, and it's been a total game-changer for me! Here are a few things I like about it:๐˜๐˜ญ๐˜ฆ๐˜น๐˜ช๐˜ฃ๐˜ช๐˜ญ๐˜ช๐˜ต๐˜บ: ๐˜›๐˜ฉ๐˜ฆ ๐˜ช๐˜ฏ๐˜ต๐˜ฆ๐˜ณ๐˜ข๐˜ค๐˜ต๐˜ช๐˜ท๐˜ฆ ๐˜ธ๐˜ช๐˜ฏ๐˜ฅ๐˜ฐ๐˜ธ ๐˜ค๐˜ฐ๐˜ฎ๐˜ฃ๐˜ช๐˜ฏ๐˜ฆ๐˜ด ๐˜ต๐˜ฉ๐˜ฆ ๐˜ฃ๐˜ฆ๐˜ด๐˜ต ๐˜ฐ๐˜ง ๐˜ฃ๐˜ฐ๐˜ต๐˜ฉ ๐˜ธ๐˜ฐ๐˜ณ๐˜ญ๐˜ฅ๐˜ดโ€”๐˜‘๐˜ถ๐˜ฑ๐˜บ๐˜ต๐˜ฆ๐˜ณ-๐˜ญ๐˜ช๐˜ฌ๐˜ฆ ๐˜ค๐˜ฆ๐˜ญ๐˜ญ๐˜ด ๐˜ธ๐˜ช๐˜ต๐˜ฉ ๐˜ต๐˜ฉ๐˜ฆ ๐˜ฑ๐˜ฐ๐˜ธ๐˜ฆ๐˜ณ ๐˜ข๐˜ฏ๐˜ฅ ๐˜ช๐˜ฏ๐˜ต๐˜ฆ๐˜จ๐˜ณ๐˜ข๐˜ต๐˜ช๐˜ฐ๐˜ฏ ๐˜ฐ๐˜ง ๐˜๐˜š ๐˜Š๐˜ฐ๐˜ฅ๐˜ฆโ€™๐˜ด ๐˜ฅ๐˜ฆ๐˜ท๐˜ฆ๐˜ญ๐˜ฐ๐˜ฑ๐˜ฎ๐˜ฆ๐˜ฏ๐˜ต ๐˜ฆ๐˜ฏ๐˜ท๐˜ช๐˜ณ๐˜ฐ๐˜ฏ๐˜ฎ๐˜ฆ๐˜ฏ๐˜ต. ๐˜๐˜ฏ๐˜ต๐˜ฆ๐˜จ๐˜ณ๐˜ข๐˜ต๐˜ฆ๐˜ฅ ๐˜‹๐˜ฆ๐˜ท๐˜ฆ๐˜ญ๐˜ฐ๐˜ฑ๐˜ฎ๐˜ฆ๐˜ฏ๐˜ต: ๐˜ ๐˜ค๐˜ข๐˜ฏ ๐˜ด๐˜ฆ๐˜ข๐˜ฎ๐˜ญ๐˜ฆ๐˜ด๐˜ด๐˜ญ๐˜บ ๐˜ด๐˜ธ๐˜ช๐˜ต๐˜ค๐˜ฉ ๐˜ฃ๐˜ฆ๐˜ต๐˜ธ๐˜ฆ๐˜ฆ๐˜ฏ ๐˜ธ๐˜ณ๐˜ช๐˜ต๐˜ช๐˜ฏ๐˜จ ๐˜ด๐˜ค๐˜ณ๐˜ช๐˜ฑ๐˜ต๐˜ด, ๐˜ต๐˜ฆ๐˜ด๐˜ต๐˜ช๐˜ฏ๐˜จ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ, ๐˜ข๐˜ฏ๐˜ฅ ๐˜ถ๐˜ด๐˜ช๐˜ฏ๐˜จ ๐˜ฑ๐˜ฐ๐˜ธ๐˜ฆ๐˜ณ๐˜ง๐˜ถ๐˜ญ ๐˜๐˜š ๐˜Š๐˜ฐ๐˜ฅ๐˜ฆ ๐˜ฆ๐˜น๐˜ต๐˜ฆ๐˜ฏ๐˜ด๐˜ช๐˜ฐ๐˜ฏ๐˜ด, ๐˜ข๐˜ญ๐˜ญ ๐˜ธ๐˜ช๐˜ต๐˜ฉ๐˜ช๐˜ฏ ๐˜ต๐˜ฉ๐˜ฆ ๐˜ด๐˜ข๐˜ฎ๐˜ฆ ๐˜ธ๐˜ฐ๐˜ณ๐˜ฌ๐˜ด๐˜ฑ๐˜ข๐˜ค๐˜ฆ. ๐˜Œ๐˜ฏ๐˜ฉ๐˜ข๐˜ฏ๐˜ค๐˜ฆ๐˜ฅ ๐˜‹๐˜ฆ๐˜ฃ๐˜ถ๐˜จ๐˜จ๐˜ช๐˜ฏ๐˜จ: ๐˜๐˜š ๐˜Š๐˜ฐ๐˜ฅ๐˜ฆโ€™๐˜ด ๐˜ฅ๐˜ฆ๐˜ฃ๐˜ถ๐˜จ๐˜จ๐˜ช๐˜ฏ๐˜จ ๐˜ค๐˜ข๐˜ฑ๐˜ข๐˜ฃ๐˜ช๐˜ญ๐˜ช๐˜ต๐˜ช๐˜ฆ๐˜ด ๐˜ข๐˜ณ๐˜ฆ ๐˜ง๐˜ข๐˜ณ ๐˜ฎ๐˜ฐ๐˜ณ๐˜ฆ ๐˜ข๐˜ฅ๐˜ท๐˜ข๐˜ฏ๐˜ค๐˜ฆ๐˜ฅ ๐˜ค๐˜ฐ๐˜ฎ๐˜ฑ๐˜ข๐˜ณ๐˜ฆ๐˜ฅ ๐˜ต๐˜ฐ ๐˜‘๐˜ถ๐˜ฑ๐˜บ๐˜ต๐˜ฆ๐˜ณ, ๐˜ฎ๐˜ข๐˜ฌ๐˜ช๐˜ฏ๐˜จ ๐˜ช๐˜ต ๐˜ฆ๐˜ข๐˜ด๐˜ช๐˜ฆ๐˜ณ ๐˜ต๐˜ฐ ๐˜ต๐˜ณ๐˜ฐ๐˜ถ๐˜ฃ๐˜ญ๐˜ฆ๐˜ด๐˜ฉ๐˜ฐ๐˜ฐ๐˜ต ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ. ๐˜‰๐˜ฆ๐˜ต๐˜ต๐˜ฆ๐˜ณ ๐˜—๐˜ฆ๐˜ณ๐˜ง๐˜ฐ๐˜ณ๐˜ฎ๐˜ข๐˜ฏ๐˜ค๐˜ฆ: ๐˜›๐˜ฉ๐˜ฆ ๐˜ช๐˜ฏ๐˜ต๐˜ฆ๐˜จ๐˜ณ๐˜ข๐˜ต๐˜ฆ๐˜ฅ ๐˜ฆ๐˜ฏ๐˜ท๐˜ช๐˜ณ๐˜ฐ๐˜ฏ๐˜ฎ๐˜ฆ๐˜ฏ๐˜ต ๐˜ข๐˜ญ๐˜ญ๐˜ฐ๐˜ธ๐˜ด ๐˜ฎ๐˜ฆ ๐˜ต๐˜ฐ ๐˜ฎ๐˜ข๐˜ฏ๐˜ข๐˜จ๐˜ฆ ๐˜ญ๐˜ข๐˜ณ๐˜จ๐˜ฆ๐˜ณ ๐˜ฑ๐˜ณ๐˜ฐ๐˜ซ๐˜ฆ๐˜ค๐˜ต๐˜ด ๐˜ธ๐˜ช๐˜ต๐˜ฉ๐˜ฐ๐˜ถ๐˜ต ๐˜ด๐˜ญ๐˜ฐ๐˜ธ๐˜ช๐˜ฏ๐˜จ ๐˜ฅ๐˜ฐ๐˜ธ๐˜ฏ ๐˜ฎ๐˜บ ๐˜ด๐˜บ๐˜ด๐˜ต๐˜ฆ๐˜ฎ ๐˜ข๐˜ด ๐˜ฎ๐˜ถ๐˜ค๐˜ฉ ๐˜ข๐˜ด ๐˜‘๐˜ถ๐˜ฑ๐˜บ๐˜ต๐˜ฆ๐˜ณ ๐˜ด๐˜ฐ๐˜ฎ๐˜ฆ๐˜ต๐˜ช๐˜ฎ๐˜ฆ๐˜ด ๐˜ฅ๐˜ฐ๐˜ฆ๐˜ด. The beauty of the Python Interactive Window is that you can execute your code lines cell-by-cell, visualize the plot, and quickly modify the codeโ€”all without leaving the VS Code editor. It also allows for in-line visualizations just like in Jupyter but with more control over the overall environment:If youโ€™ve been using Jupyter Notebook for your Python work, I highly recommend giving the Python Interactive Window a try in VS Code. #Python #VSCode #JupyterNotebook #DataScience #MachineLearning hashtag#Productivity #PythonDevelopment #CodeSnippet #DevTools #TechInnovation
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New comment 3h ago
0 likes โ€ข 3h
Seems like you've found your vibe man. Keep going (:
Wednesday funny
Wednesday funny
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New comment 14h ago
Wednesday funny
1 like โ€ข 14h
that is accurate (:
On to level 6 ๐Ÿš€
The irony is that it was this comment that pushed me over the threshold and into level 6: "I can teach you how to turn your $250 into $6,500 in 2hours without sending money to anyone or interrupting your daily activities and it's 100% legitimate and secure TEXT ME IF YOU ARE INTERESTED FOR MORE INFORM WITH THE DETAILS BELOW $$$$." Ah well.. for once it was useful ๐Ÿ˜‚
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New comment 1d ago
On to level 6 ๐Ÿš€
0 likes โ€ข 1d
Even in evil purpose many things have good use (:
Bootstrapping Your Data Science Career: A Guide to Self-Learning Pathways
While not easy, bootstrapping your data science career is possible. Here's an overview of the most important skills and resource suggestions for learning them. https://www.kdnuggets.com/bootstrapping-your-data-science-career-a-guide-to-self-learning-pathways
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New comment 4d ago
1 like โ€ข 7d
Thank you for sharing bro
My first %100 self made dataframe and its data analyse
Hey guys again me. I really love to share my achievement in this platform because we are all like minded people (: https://www.kaggle.com/datasets/alicemtopcu/top-1500-games-on-steam-by-revenue-09-09-2024/code?datasetId=5679841&sortBy=dateRun&tab=profile&excludeNonAccessedDatasources=false this is my first %100 self made data analysis project. it still goes on but I've made many plots and explanations on it. I hope you guys like it. Data Frame is collected by me from https://gamalytic.com and uploaded to kaggle. I opened to public share, if any of you cannot reach or have problem with it, also want to give advice and ask questions I am here for your shots (: Have a great day (:
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New comment 7d ago
1 like โ€ข 7d
@Enzo Piรฑeyro I am planning to expand with more insight after I get more suggestions and ideas about this data frame and Tank you (:
1 like โ€ข 7d
@Marcio Pacheco Digging more and more bro. Thank you (:
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Ali Cem Topcu
5
293points to level up
@ali-cem-topcu-8038
Veteran Data Recovery Engineer who is trying to be Machine Learning Engineer as new freelaner.

Active 22m ago
Joined Jul 11, 2024
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