https://github.com/youssefhosni/data-science-interview-preperation-resources
Resoruce to help you to prepare for your comming data science interviews
https://github.com/youssefhosni/data-science-interview-preperation-resources
Last synced: 4 months ago
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Resoruce to help you to prepare for your comming data science interviews
- Host: GitHub
- URL: https://github.com/youssefhosni/data-science-interview-preperation-resources
- Owner: youssefHosni
- Created: 2022-12-03T04:45:37.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-10-01T21:52:33.000Z (8 months ago)
- Last Synced: 2024-12-26T18:24:46.732Z (5 months ago)
- Size: 635 KB
- Stars: 1,045
- Watchers: 21
- Forks: 226
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
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README
# Data-Science-Interview-Preparation-Resources
A curated list of resources to help you prepare for your next data science interview.
[](https://github.com/youssefHosni/Data-Science-Interview-Preperation-Resources/blob/master/LICENSE)
[](https://GitHub.com/youssefHosni/Data-Science-Interview-Preperation-Resources/graphs/contributors/)
[](https://GitHub.com/youssefHosni/Data-Science-Interview-Preperation-Resources/issues/)
[](https://GitHub.com/youssefHosni/Data-Science-Interview-Preperation-Resources/pulls/)
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[](https://GitHub.com/youssefHosni/Data-Science-Interview-Preperation-Resources/network/)
[](https://GitHub.com/youssefHosni/Data-Science-Interview-Preperation-Resources/stargazers/)
## Data Science Hiring Process ##
* [Overview of data science hiring process](https://medium.com/geekculture/overview-of-the-data-science-hiring-process-454230b434ff?sk=fec5823ad78a4af2b7a06a787b4ac60d)
* [3 Resources to Get & Pass Your First Data Science Interview](https://medium.com/geekculture/3-resources-to-get-pass-your-first-data-science-interview-6c81045bfe60?sk=6fc787b3e59c7a6adbf6740c1bf31bd2)
## Resume & Portfolio Preparation ##
#### Writing Standing Out Resume ####
* [How to Build a Data Science Resume That Gets You Interviews?](https://medium.com/geekculture/how-to-build-a-standing-out-resume-that-gets-you-data-science-interviews-a6f2972f4d92?sk=509be71fda26e025bd7f1b97b000011f)
* [Crafting the Perfect Data Science Resume: 10 Common Mistakes to Steer Clear of](https://medium.com/geekculture/crafting-the-perfect-data-science-resume-10-common-mistakes-to-steer-clear-of-9c85cc0fe562?sk=0931c73cff1a4836566a0a0b2c60d7f7)
* [How I Got 15 More Data Science Interviews in One Month?](https://medium.com/geekculture/i-got-15-more-data-science-interviews-with-these-5-tips-87ed03fdcfc7?sk=58484d64c38ee391c3586319b751aa9a)
#### How to Build a Standing Out Portfolio ####
* [The Importance of Having a Portfolio As a Data Scientist](https://pub.towardsai.net/the-importance-of-having-a-portfolio-as-a-data-scientist-94c0ef53be5e?sk=1c52a6cef0061c126db498cd3a6ec9f6)
* [Want to Stand Out in Data Science? Don’t Make These Portfolio Mistakes!](https://pub.towardsai.net/want-to-stand-out-in-data-science-dont-make-these-portfolio-mistakes-f568b5174842?sk=a837f7b0626a9ca2f664f60077f7fc7b)
* [How To Build A Data Science Portfolio That Will Land You A Job?](https://pub.towardsai.net/how-to-build-a-data-science-portfolio-that-will-land-you-a-job-b2120d8f2dc5?sk=96f0409a6ca33674b79933ea651fe16c)
* [Hiring Manager Tips To Land Your First Data Science Job](https://medium.com/geekculture/hiring-manager-tips-to-land-your-first-data-science-job-506dbe1b0f78?sk=00fe520939fe4d841b80135defdf8738)
* [Guided Projects: The Ultimate Way to Learn Data Science](https://medium.com/mlearning-ai/guided-projects-the-ultimate-way-to-learn-data-science-4478f3365045?sk=a52c778862cee81befa82e03722e5084)
* [10 End-to-End Guided Data Science Projects to Build Your Portfolio](https://pub.towardsai.net/10-end-to-end-guided-data-science-projects-to-build-your-portfolio-b7b9047fe6c9?sk=57b9ac02177d606a51cc22f43a817f5b)
* [Master Computer Vision and Boost Your Portfolio with These 10 End-to-End Projects](https://medium.com/geekculture/master-computer-vision-and-boost-your-portfolio-with-these-10-end-to-end-projects-537fcd20db7c?sk=75d35d8c0554b4ba010814d65fa16e59)
* [Build Impressive Data Science Projects: 10 Websites with Open Datasets to Build Your Portfolio](https://pub.towardsai.net/build-impressive-data-science-projects-10-websites-with-open-datasets-to-build-your-portfolio-af0ff55b4d1a?sk=beb30e6ab3fb2976e7184831404a31fe)
* [5 Game-Changing Free Tools to Enhance Your Data Science Portfolio](https://pub.towardsai.net/5-game-changing-free-tools-to-enhance-your-data-science-portfolio-7b2335dc5558?sk=ef3a52908b3e1d72b21ababef0695ac9)
* [Building Industry Level Data Science Projects: A Step-by-Step Guide](https://pub.towardsai.net/building-industry-level-data-science-projects-a-step-by-step-guide-aeef0efb39d8?sk=86a5d44456875503616f8c70826c9e69)
#### Getting Internal Referal ####
* [Three Methods To Get Internal Referrals For Data Science Positions](https://medium.com/geekculture/three-graduated-methods-to-get-internal-referrals-for-data-science-positions-901a9c940ea3?sk=871542454d9ba4e9f4f6d61bca5eb77f)
## Behavioral Interview Preparation ##
* [Cracking the Data Science Behavioral Interview [Full Guide]](https://medium.com/geekculture/cracking-the-data-science-behavioral-interview-full-guide-6d3e6e5727ca?sk=1468955888d003dd71a145e26409f365)
* [What To Expect In A Data Science Behavioral Interview](https://medium.com/geekculture/what-to-expect-in-a-data-science-behavioral-interview-b08ea422664b?sk=7ab6fc07abd14e2c2229ae1a1bcd2132)
* [How To Introduce Yourself In A Data Science Behavioral Interview](https://medium.com/geekculture/how-to-introduce-yourself-in-a-data-science-behavioral-interview-39c9b88f8aae?sk=0207cef1dca1932fa7f2f7b19b100798)
* [How To Present Past Projects In A Data Science Behavioral Interview](https://medium.com/geekculture/how-to-present-past-projects-in-a-data-science-behavioral-interview-6c783a299ae6?sk=550f8f3284df6e7a241503eb58d72ab3)
* [What To Ask At The End of A Data Science Behavioral Interview?](https://medium.com/geekculture/what-to-ask-at-the-end-of-a-data-science-behavioral-interview-4bfe84e8b0f7?sk=07eb3e0da56b9d41cccb256c75bd7a43)
* [Avoid These 3 Mistakes In Data Science Behavioral Interviews](https://medium.com/geekculture/avoid-these-3-mistakes-in-data-science-behavioral-interviews-bd7df699d8eb?sk=5db1167baef4ef7d969077500eaf2d71)
* [Top 50+ Behavioral Data Science Interview Questions](https://medium.com/geekculture/top-50-behavioral-data-science-interview-questions-a038787ec7bf?sk=9c3f5aff6ec2312b8da0651cf90e6920)
## Technical Interview Preparation ##
* [You should Review These Topics Before Data Science Technical Interview](https://medium.com/geekculture/you-should-review-these-topics-before-data-science-technical-interview-fed456b60aea)
* [Mastering the Data Science Workflow: A Guide for Building Your Technical Skills](https://www.scaler.com/blog/data-science-process/#data-science-process-life-cycle)
### Machine Learning Questions ###
* [Types of Machine Learning Questions In A Data Science Interview & How To Prepare for Them](https://medium.com/geekculture/types-of-machine-learning-questions-in-a-data-science-interview-how-to-prepare-for-them-1bc815c9421?sk=e4a4c49105668ee56f47c86f6fde1437)
* [Machine Learning Interview Questions & Answers for Data Scientists](https://youssefraafat57.medium.com/machine-learning-interview-questions-answers-7265e34d07cc?sk=8557ed22c8516d403062e344a1151bd7)
* [Crack the Machine Learning Coding Questions](https://medium.com/geekculture/crack-the-machine-learning-coding-questions-ac8ecc2af90f?sk=581daa1b5f145f524812c8e586b8763b)
* [Deep Learning Interview Questions & Answers for Data Scientists](https://youssefraafat57.medium.com/deep-learning-interview-questions-answers-439163d3fc02?sk=d391396d49c7e2cac3048b1ab28760d4)
* [Top Large Language Models (LLMs) Interview Questions & Answers](https://levelup.gitconnected.com/top-large-language-models-llms-interview-questions-answers-d7b83f94c4e?sk=ba9875db71eb42aa0c5fa717f2dd7bd0)
* [Top Computer Vision Interview Questions & Answers [Part 1]](https://levelup.gitconnected.com/top-computer-vision-interview-questions-answers-part-1-7eddf45cfdf7?sk=f0b106cf3aab70fa27f07c61d5bc3965)
* [Top Computer Vision Interview Questions & Answers [Part 2]](https://levelup.gitconnected.com/top-computer-vision-interview-questions-answers-part-2-107244fc4289?sk=661863bf1a32af631451c9b43bce8868)
* [Top Computer Vision Interview Questions & Answers [Part 3]](https://levelup.gitconnected.com/top-computer-vision-interview-questions-answers-part-3-1e43909131b2?sk=9a10e41649c4c6a2088903e4d2db2a72)
### SQL Interview Preparation ###
* [13 SQL Statements for 90% of Your Data Science Tasks](https://levelup.gitconnected.com/13-sql-statements-for-90-of-your-data-science-tasks-27902996dc2b?sk=8955868e62f09f1510d5e09f22dcd506)
* [SQL Window Functions: Simplifying Complex Queries for Efficient Data Analysis](https://levelup.gitconnected.com/sql-window-functions-simplifying-complex-queries-for-efficient-data-analysis-2aaf98562f43?sk=7ef29036d4ff41914509c664349415bc)
* [Ace the SQL Questions in Data Science & Analysis Technical Interview](https://medium.com/geekculture/ace-the-sql-questions-in-data-science-analysis-technical-interview-3bed41cc827c?sk=df19403c344d65ad1c62ff929b9170c2)
* [Unlocking the Power of SQL: How to Ace Top N Problem Questions in Interviews](https://medium.com/geekculture/unlocking-the-power-of-sql-how-to-ace-top-n-problem-questions-in-interviews-cf525901228a?sk=2c5e9481903e0c6aff8f78cfc2c8d2af)
* [How To Ace the SQL Ratio Problems In Data Science Interviews](https://medium.com/geekculture/how-to-ace-the-sql-ratio-problems-in-data-science-interviews-c95395acf038?sk=b6356e4b98cd8504952f404752d11ea4)
* [Cracking the SQL Window Function Coding Questions](https://levelup.gitconnected.com/cracking-the-sql-window-function-coding-questions-ac82cb6e4155?sk=69476694ed1eca5f17aaa79cb28255fa)
* [SQL & Database Interview Questions & Answers for Data Scientists](https://youssefraafat57.medium.com/sql-database-interview-questions-answers-67a93a79a564?sk=f621899beae4eb9093942f3d1289ba6d)
* [6 Free Resources For SQL Interview Preparation](https://medium.com/geekculture/6-free-resources-for-sql-interview-preparation-b184195b28fb?sk=4cc8bf913607ca699ef0872ca1f38558)
* [SQL Cheat Sheet for Interview Preparation](https://programiz.pro/resources/sql-cheat-sheet/)
### Programming Questions ###
* [Foundations of Data Structures: Essential Concepts for Data Science Coding Interviews [Part 1]](https://medium.com/gitconnected/foundations-of-data-structures-essential-concepts-for-data-science-coding-interviews-part-1-fc4412ecf008?sk=ba672536815cd227875f9cf14b9d385d)
* [Foundations of Data Structures: Essential Concepts for Data Science Coding Interviews [Part 2]](https://medium.com/gitconnected/foundations-of-data-structures-essential-concepts-for-data-science-coding-interviews-part-2-cb237ee5f7d3?sk=7cc95df185232a81f3487c20574fad42)
* [Top Important Python Questions for Data Science Interviews [Conceptual Questions]](https://medium.com/gitconnected/top-important-python-questions-for-data-science-interviews-conceptual-questions-a9875c5c5e7e?sk=f66352536f6cac6313c55a7b98592ca6)
* [Top Important Python Questions for Data Science Interviews [Data Cleaning and Preprocessing]](https://levelup.gitconnected.com/top-important-python-questions-for-data-science-interviews-data-cleaning-and-preprocessing-aee225186a49?sk=eedd3b88976ca85243929af512977f42)
* [Top Important Python Questions for Data Science Interviews [Machine & Deep Learning ]](https://levelup.gitconnected.com/top-important-python-questions-for-data-science-interviews-machine-deep-learning-77a784a35d5b?sk=4864e9c88f96bbf87304960deb93d698)
* [Python Interview Questions & Answers for Data Scientists](https://youssefraafat57.medium.com/python-interview-questions-answers-740444cd8897?sk=78d54b3cdfdbbedda9cc09429c71decc)
* [5 Python Tips for Acing Data Science Coding Interview](https://levelup.gitconnected.com/5-python-tips-for-acing-data-science-coding-interview-d6c5555035fb?sk=d0e4a3cbc761751b7c90c698a58e7790)
### Mathematics Questions ###
#### Statistics ####
* [Mastering These 5 Statistics Concepts Will Boost Your Success in Data Science Interviews](https://pub.towardsai.net/mastering-these-5-statistics-concepts-will-boost-your-success-in-data-science-interviews-388be2f2f208?sk=a45baf7c68f020c02579c37d104efd48)
* [Mastering Hypothesis Testing for Data Science Interviews](https://medium.com/mlearning-ai/mastering-hypothesis-testing-for-data-science-interviews-6d1465001518)
* [Mastering A/B testing for Data Science Interviews: Introduction to A/B Testing](https://pub.towardsai.net/mastering-a-b-testing-for-data-science-interviews-introduction-to-a-b-testing-fc48fa6e4df7?sk=c0e0bd8fd956d6a3225d77f2ba353847)
* [Mastering A/B Testing: A Real World Bussines Example [Part 1]](https://pub.towardsai.net/mastering-a-b-testing-a-real-world-business-example-part-1-fa0ae3721e43?sk=69f24d50944e5a48b5cdb40ad63d5878)
* [Mastering A/B Testing: A Real World Bussines Example [Part 2]]()
* [Statistics Interview Questions & Answers for Data Scientists](https://youssefraafat57.medium.com/statistics-interview-questions-answers-55e2bd13a96b?sk=9d0c46a495f9cac13d691b948e938449)
#### Probability ####
* [15 Important Probability Concepts to Review Before Data Science Interview [Part 1]](https://medium.com/@yousefhosni/15-important-probability-concepts-to-review-before-data-science-interview-part-1-bc1742ea7e3e?sk=687140bd08d2f2e70273e2c6be4dc39a)
* [15 Important Probability Concepts to Review Before Data Science Interview [Part 2]](https://medium.com/@yousefhosni/15-important-probability-concepts-to-review-before-data-science-interview-part-2-759ad2bb34a4?sk=b16dafc80e449e4432de9aabf8529558)
* [Top Important Probability Interview Questions & Answers for Data Scientists [Conceptual Questions]](https://medium.com/gitconnected/top-important-probability-interview-questions-answers-for-data-scientists-conceptual-questions-446e961554b9?sk=5c9d3d17c59b77793415df9d060f3fbd)
* [Top Important Probability Interview Questions & Answers for Data Scientists [ Mathematical Questions]](https://levelup.gitconnected.com/top-important-probability-interview-questions-answers-for-data-scientists-mathematical-fa8d9daeb1cf?sk=4891bc9390dfcb6d78096c6c08538edf)