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๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—œ๐—ป-๐——๐—ฒ๐—บ๐—ฎ๐—ป๐—ฑ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜: ๐Ÿฐ ๐—•๐—ฒ๐—ด๐—ถ๐—ป๐—ป๐—ฒ๐—ฟ-๐—™๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฑ๐—น๐˜† ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ฌ๐—ผ๐˜‚ ๐—–๐—ฎ๏ฟฝ
๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—œ๐—ป-๐——๐—ฒ๐—บ๐—ฎ๐—ป๐—ฑ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜: ๐Ÿฐ ๐—•๐—ฒ๐—ด๐—ถ๐—ป๐—ป๐—ฒ๐—ฟ-๐—™๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฑ๐—น๐˜† ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ฌ๐—ผ๐˜‚ ๐—–๐—ฎ๐—ป ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜ ๐—ง๐—ผ๐—ฑ๐—ฎ๐˜†!๐Ÿ˜ ๐ŸŒŸ Want to upgrade your skills without spending a dime? ๐Ÿ’ป Dive into these beginner-friendly courses covering essential topics like Business Intelligence, Generative AI, C Programming, and Python Interview Preparation๐Ÿ‘จโ€๐Ÿ’ป ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/3PqVud9 All The Best ๐ŸŽŠ

An important collection of the 15 best machine learning cheat sheets. 1- Supervised Learning https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-supervised-learning.pdf 2- Unsupervised Learning https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-unsupervised-learning.pdf 3- Deep Learning https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-deep-learning.pdf 4- Machine Learning Tips and Tricks https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/cheatsheet-machine-learning-tips-and-tricks.pdf 5- Probabilities and Statistics https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-probabilities-statistics.pdf 6- Comprehensive Stanford Master Cheat Sheet https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/super-cheatsheet-machine-learning.pdf 7- Linear Algebra and Calculus https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/en/refresher-algebra-calculus.pdf 8- Data Science Cheat Sheet https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf 9- Keras Cheat Sheet https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf 10- Deep Learning with Keras Cheat Sheet https://github.com/rstudio/cheatsheets/raw/master/keras.pdf 11- Visual Guide to Neural Network Infrastructures http://www.asimovinstitute.org/wp-content/uploads/2016/09/neuralnetworks.png 12- Skicit-Learn Python Cheat Sheet https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf 13- Scikit-learn Cheat Sheet: Choosing the Right Estimator https://scikit-learn.org/stable/tutorial/machine_learning_map/ 14- Tensorflow Cheat Sheet https://github.com/kailashahirwar/cheatsheets-ai/blob/master/PDFs/Tensorflow.pdf 15- Machine Learning Test Cheat Sheet https://www.cheatography.com/lulu-0012/cheat-sheets/test-ml/pdf/ ENJOY LEARNING ๐Ÿ‘๐Ÿ‘

Repost from Data Analytics
๐—ง๐—–๐—ฆ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ข๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ - ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ˜ Want to know h
๐—ง๐—–๐—ฆ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ข๐—ป ๐——๐—ฎ๐˜๐—ฎ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ - ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ˜ Want to know how top companies handle massive amounts of data without losing track? ๐Ÿ“Š TCS is offering a FREE beginner-friendly course on Master Data Management, and yesโ€”it comes with a certificate! ๐ŸŽ“ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/4jGFBw0 Just click and start learning!โœ…๏ธ

HDFC Bank is hiring Data Scientist ๐Ÿš€ Experience : 2 Years Location : Mumbai Apply link : Check out this job at HDFC Bank: https://www.linkedin.com/jobs/view/4217590214

Blinkit is hiring Business Analyst ๐Ÿš€ Experience : 0-2 Years Location : Bangalore Apply link : https://forms.gle/4xGNdKxjNi5NkGE16

Check out this job at Sony Research India: https://www.linkedin.com/jobs/view/4216336436 Remote Internship at Sony!

๐Ÿฏ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ฌ๐—ผ๐˜‚ ๐— ๐˜‚๐˜€๐˜ ๐—ง๐—ฎ๐—ธ๐—ฒ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ ๐˜๐—ผ ๐—•๐—ผ๐—ผ๐˜€๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—ฒ๐˜€๐˜‚๐—บ๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐—Ÿ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ผ๏ฟฝ
๐Ÿฏ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ฌ๐—ผ๐˜‚ ๐— ๐˜‚๐˜€๐˜ ๐—ง๐—ฎ๐—ธ๐—ฒ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ ๐˜๐—ผ ๐—•๐—ผ๐—ผ๐˜€๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—ฒ๐˜€๐˜‚๐—บ๐—ฒ ๐—ฎ๐—ป๐—ฑ ๐—Ÿ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ผ๐—ฝ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—๐—ผ๐—ฏ๐˜€!๐Ÿ˜ In a world full of competition, your skills will set you apart โ€” not just your degree๐Ÿ‘จโ€๐ŸŽ“๐Ÿ“„ Here are 3 powerful courses you MUST take if you want to seriously boost your resume and catch the eyes of recruiters from Google, Amazon, Microsoft, and other top companies๐Ÿ’ป๐Ÿข ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/3EILdaj Enjoy Learning โœ…๏ธ

Some important questions to crack data science interview Part-2 ๐1. ๐ฉ-๐ฏ๐š๐ฅ๐ฎ๐ž? ๐€ns. p-value is a measure of the probability that an observed difference could have occurred just by random chance. The lower the p-value, the greater the statistical significance of the observed difference. P-value can be used as an alternative to or in addition to pre-selected confidence levels for hypothesis testing. ๐2. ๐ˆ๐ง๐ญ๐ž๐ซ๐ฉ๐จ๐ฅ๐š๐ญ๐ข๐จ๐ง ๐š๐ง๐ ๐„๐ฑ๐ญ๐ซ๐š๐ฉ๐จ๐ฅ๐š๐ญ๐ข๐จ๐ง? ๐€ns. Interpolation is the process of calculating the unknown value from known given values whereas extrapolation is the process of calculating unknown values beyond the given data points. ๐3. ๐”๐ง๐ข๐Ÿ๐จ๐ซ๐ฆ๐ž๐ ๐ƒ๐ข๐ฌ๐ญ๐ซ๐ข๐›๐ฎ๐ญ๐ข๐จ๐ง & ๐ง๐จ๐ซ๐ฆ๐š๐ฅ ๐๐ข๐ฌ๐ญ๐ซ๐ข๐›๐ฎ๐ญ๐ข๐จ๐ง? ๐€ns. The normal distribution is bell-shaped, which means value near the center of the distribution are more likely to occur as opposed to values on the tails of the distribution. The uniform distribution is rectangular-shaped, which means every value in the distribution is equally likely to occur. ๐4. ๐‘๐ž๐œ๐จ๐ฆ๐ฆ๐ž๐ง๐๐ž๐ซ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ๐ฌ? ๐€ns. The recommender system mainly deals with the likes and dislikes of the users. Its major objective is to recommend an item to a user which has a high chance of liking or is in need of a particular user based on his previous purchases. It is like having a personalized team who can understand our likes and dislikes and help us in making the decisions regarding a particular item without being biased by any means by making use of a large amount of data in the repositories which are generated day by day. ๐5. ๐‰๐Ž๐ˆ๐ ๐Ÿ๐ฎ๐ง๐œ๐ญ๐ข๐จ๐ง ๐ข๐ง ๐’๐๐‹ ๐€ns. The SQL Joins clause is used to combine records from two or more tables in a database. ๐6. ๐’๐ช๐ฎ๐š๐ซ๐ž๐ ๐ž๐ซ๐ซ๐จ๐ซ ๐š๐ง๐ ๐š๐›๐ฌ๐จ๐ฅ๐ฎ๐ญ๐ž ๐ž๐ซ๐ซ๐จ๐ซ? ๐€ns. mean squared error (MSE), and mean absolute error (MAE) are used to evaluate the regression problem's accuracy. The squared error is everywhere differentiable, while the absolute error is not (its derivative is undefined at 0). This makes the squared error more amenable to the techniques of mathematical optimization. ENJOY LEARNING ๐Ÿ‘๐Ÿ‘

๐—™๐—ฅ๐—˜๐—˜ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐—ฃ๐—ฎ๐˜๐—ต! ๐—•๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฒ๐—ฑ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ I
๐—™๐—ฅ๐—˜๐—˜ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐—ฃ๐—ฎ๐˜๐—ต! ๐—•๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฒ๐—ฑ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ If youโ€™re dreaming of starting a high-paying data career or switching into the booming tech industry, Google just made it a whole lot easier โ€” and itโ€™s completely FREE๐Ÿ‘จโ€๐Ÿ’ป ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/4cMx2h2 Youโ€™ll get access to hands-on labs, real datasets, and industry-grade training created directly by Googleโ€™s own experts๐Ÿ’ป

Metyis is hiring Data Science Analyst ๐Ÿš€ Experience : 1 Year Location : Gurgaon Apply link : https://metyis.com/job/data-science-analyst-junior-gurgaon ๐Ÿ‘‰WhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J ๐Ÿ‘‰Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best ๐Ÿ‘๐Ÿ‘

๐—ฆ๐—ผ๐—ป๐˜† ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐—ป๐˜€๐—ต๐—ถ๐—ฝ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ Role:- Data Science Intern Salary :- Upto 50k
๐—ฆ๐—ผ๐—ป๐˜† ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐—ป๐˜€๐—ต๐—ถ๐—ฝ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ Role:- Data Science Intern Salary :- Upto 50k/Month Duration :- 6 months Joining Date :- 1st Week of May 2025 ๐€๐ฉ๐ฉ๐ฅ๐ฒ ๐ง๐จ๐ฐ๐Ÿ‘‡:- https://pdlink.in/42um78i Apply before the link expires๐Ÿƒโ€โ™‚๏ธ

LSEG is hiring! Position: Junior Data Scientist Qualification: Bachelorโ€™s/ Masterโ€™s Degree Salary: 8 - 10 LPA (Expected) Experience: Entry Level Location: Bangalore, India (Hybrid) ๐Ÿ“ŒApply Now: https://lseg.wd3.myworkdayjobs.com/en-US/Careers/job/Junior-Data-Scientist_R0102117-1 ๐Ÿ‘‰WhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J ๐Ÿ‘‰Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best ๐Ÿ‘๐Ÿ‘

๐Ÿฑ ๐—™๐—ฅ๐—˜๐—˜ ๐—œ๐—•๐—  ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐˜๐—ผ ๐—ฆ๐—ธ๐˜†๐—ฟ๐—ผ๐—ฐ๐—ธ๐—ฒ๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—ฒ๐˜€๐˜‚๐—บ๐—ฒ๐Ÿ˜ From mastering C
๐Ÿฑ ๐—™๐—ฅ๐—˜๐—˜ ๐—œ๐—•๐—  ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐˜๐—ผ ๐—ฆ๐—ธ๐˜†๐—ฟ๐—ผ๐—ฐ๐—ธ๐—ฒ๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—ฒ๐˜€๐˜‚๐—บ๐—ฒ๐Ÿ˜ From mastering Cloud Computing to diving into Deep Learning, Docker, Big Data, and IoT Blockchain IBM, one of the biggest tech companies, is offering 5 FREE courses that can seriously upgrade your resume and skills โ€” without costing you anything. ๐—Ÿ๐—ถ๐—ป๐—ธ:-๐Ÿ‘‡ https://pdlink.in/44GsWoC Enroll For FREE & Get Certified โœ…

๐—ช๐—ฎ๐—ป๐˜ ๐˜๐—ผ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—œ๐—ป-๐——๐—ฒ๐—บ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ โ€” ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜ โ€” ๐——๐—ถ๐—ฟ๐—ฒ๐—ฐ๐˜๐—น๐˜† ๐—ณ๐—ฟ๐—ผ๐—บ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ?๏ฟฝ
๐—ช๐—ฎ๐—ป๐˜ ๐˜๐—ผ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—œ๐—ป-๐——๐—ฒ๐—บ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ โ€” ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜ โ€” ๐——๐—ถ๐—ฟ๐—ฒ๐—ฐ๐˜๐—น๐˜† ๐—ณ๐—ฟ๐—ผ๐—บ ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ?๐Ÿ˜ Whether youโ€™re a student, job seeker, or just hungry to upskill โ€” these 5 beginner-friendly courses are your golden ticket. ๐ŸŽŸ๏ธ Just career-boosting knowledge and certificates that make your resume pop๐Ÿ“„ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/42vL6br All The Best ๐ŸŽŠ

IBM hiring Data Scientist Apply link: https://www.linkedin.com/jobs/view/4153232435 ๐Ÿ‘‰WhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m ๐Ÿ‘‰Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best ๐Ÿ‘๐Ÿ‘

Data Science Jobs - Statistics & analytics of Telegram channel @datasciencej