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from SQL to pandas.pdf
1.3 MB
๐Ÿผ "Comparison Between SQL and pandas" โ€“ A Handy Reference Guide

โšก๏ธ As a data scientist, I often found myself switching back and forth between SQL and pandas during technical interviews. I was confident answering questions in SQL but sometimes struggled to translate the same logic into pandas โ€“ and vice versa.

๐Ÿ”ธ To bridge this gap, I created a concise booklet in the form of a comparison table. It maps SQL queries directly to their equivalent pandas implementations, making it easy to understand and switch between both tools.

โšก This reference guide has become an essential part of my interview prep. Before any interview, I quickly review it to ensure Iโ€™m ready to tackle data manipulation tasks using either SQL or pandas, depending on whatโ€™s required.

๐Ÿ“• Whether you're preparing for interviews or just want to solidify your understanding of both tools, this comparison guide is a great way to stay sharp and efficient.

#DataScience #SQL #pandas #InterviewPrep #Python #DataAnalysis #CareerGrowth #TechTips #Analytics

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Numpy from basics to advanced.pdf
2.4 MB
๐Ÿ“• Mastering NumPy โ€“ From Basics to Advanced

NumPy is an essential library in the world of data science, widely recognized for its efficiency in numerical computations and data manipulation. This powerful tool simplifies complex operations with arrays, offering a faster and cleaner alternative to traditional Python lists and loops.

The "Mastering NumPy" booklet provides a comprehensive walkthroughโ€”from array creation and indexing to mathematical/statistical operations and advanced topics like reshaping and stacking. All concepts are illustrated with clear, beginner-friendly examples, making it ideal for anyone aiming to boost their data handling skills.

#NumPy #Python #DataScience #MachineLearning #AI #BigData #DeepLearning #DataAnalysis


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