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https://github.com/youssefhosni/awesome-data-science-resoruces
A curated list of data science educational resources for essential data science skills
https://github.com/youssefhosni/awesome-data-science-resoruces
List: awesome-data-science-resoruces
computer-science data-science deep-learning machine-learning statistics
Last synced: about 1 month ago
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A curated list of data science educational resources for essential data science skills
- Host: GitHub
- URL: https://github.com/youssefhosni/awesome-data-science-resoruces
- Owner: youssefHosni
- Created: 2022-12-16T15:32:27.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2023-12-06T16:25:38.000Z (about 1 year ago)
- Last Synced: 2023-12-06T17:34:01.672Z (about 1 year ago)
- Topics: computer-science, data-science, deep-learning, machine-learning, statistics
- Homepage:
- Size: 118 KB
- Stars: 398
- Watchers: 15
- Forks: 87
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- ultimate-awesome - awesome-data-science-resoruces - A curated list of data science educational resources for essential data science skills . (Other Lists / Monkey C Lists)
README
# Awesome-Data-Science-Resoruces [](https://awesome.re)
A curated list of Data science resources that cover all the data science theoretical and practical skills.
[](https://github.com/youssefHosni/Awesome-Data-Science-Resoruces/blob/master/LICENSE)
[](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/graphs/contributors/)
[](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/issues/)
[](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/pulls/)
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## 1. Problem Statment Defining Bussines Questions ##
* [Top 12 Business for Data Science Books for Data Scientists](https://medium.com/geekculture/top-12-bussines-for-data-science-books-for-data-scientists-75b724f46224?sk=000dd2df54a84fb7cefe431320dbb1e1)
## 2. Data Collection ##
* [5 Short Courses to Advance Your SQL Skills](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-5-8b4ca987417f?sk=32d672b1e4155bf1be3b8b36032d8d08)
* [SQL Mastery for Data Scientists: A Comprehensive Guide from Novice to Advanced](https://levelup.gitconnected.com/sql-mastery-for-data-scientists-a-comprehensive-guide-from-novice-to-advanced-3b9305b03210?sk=4569f6e829186ba31ce80b072f20f224)
## 3. Data Cleaning & Manipulation ##
* [Five Courses to Master Data Cleaning & Feature Engineering](https://medium.com/geekculture/five-courses-to-master-data-cleaning-feature-engineering-b3ac8f86800a?sk=09935097209cead86c3cab1c78770d09)
* [5 Top Data Cleaning and Feature Engineering Books For Data Scientists](https://medium.com/geekculture/5-top-data-cleaning-and-feature-engineering-books-for-data-scientists-83d36baf80ca?sk=b39f88a0cb40dfd545b6e9df0dfa1d86)
* [5 Short Courses to Advance Your Pandas Skills](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-4-86e1fb916767?sk=76b29d3caca41d4490084a9cacac1e0d)
## 4. Data Exploration & Stats ##
* [5 Best Books To Learn Statistics And Probability For Data Scientists](https://medium.com/geekculture/5-best-books-to-learn-statistics-and-probability-for-data-scientists-85144cd81f82?sk=677e77c756f00b24caaf6c8b84cf842f)
* [A/B Testing Study Plan: From Novice to Upper Intermediate Level](https://levelup.gitconnected.com/a-b-testing-study-plan-from-novice-to-upper-intermediate-level-a96bf4055e22?sk=931262519d4b3b3b19a92aede8191ff4)
## 5. Modeling ##
* [Learn AI from Top Universities Through these 10 Courses](https://pub.towardsai.net/learn-ai-from-top-universities-through-these-10-courses-13e7a8d3957b?sk=5049a7e5344b2281fb115001fa632f1c)
* [6 Best Books to Learn Mathematics for Data Science & Machine Learning](https://medium.com/geekculture/6-best-books-to-learn-mathematics-for-data-science-machine-learning-a3924497cf66?sk=7cdc2a3f2346d48e75403fb9a29e1a74)
* [6 Top University Courses to Learn Mathematics for Machine Learning & Data Science](https://medium.com/geekculture/6-top-university-courses-to-learn-mathematics-for-machine-learning-data-science-869fbd43f7e?sk=ed4f2afd89766644ae16a66953f948da)
### 5.1. Machine & Deep Learning ###
* [The Best Book To Build A Strong Machine Learning Foundation](https://medium.com/mlearning-ai/the-best-book-to-build-a-strong-machine-learning-foundation-ac6bbd7f7afd?sk=01b3de8f7823276ef89d4327e2468931)
* [5 Best Books to Learn Machine Learning For Data Scientists](https://medium.com/geekculture/5-best-books-to-build-strong-machine-learning-foundation-760107a29204?sk=557229b4b20366700b3539a64b129b9a)
* [3 Books To Build A Strong Deep Learning Foundation](https://medium.com/geekculture/3-books-to-build-a-strong-deep-learning-foundation-f90c1c79a957?sk=ca13516f224aed6e3857908140ab7110)
### 5.2. Computer Vision ###
* [5 Top Practical Computer Vision Books](https://medium.com/geekculture/5-top-practical-computer-vision-books-e501c0c8007?sk=a1c4a651b4da28d87ff13d4aba555cb0)
* [Top 10 Theoretical & Practical Computer Vision Books](https://medium.com/geekculture/top-10-theoretical-practical-computer-vision-books-c32be0913104?sk=035f6b7852d7c054b9343037a0674f2f)
* [Learn Computer Vision From Top Universities](https://medium.com/mlearning-ai/learn-computer-vision-from-top-universities-bb6019be74d2?sk=81c21fb4024bb933e01c24b000660dc0)
* [Mastering & Understanding Computer Vision: A Comprehensive Study Roadmap for 2023]()
### 5.3. Natural Language Processing ###
* [Top Resoruces to Learn & Understand Large Language Models](https://medium.com/geekculture/top-resoruces-to-learn-understand-large-language-models-4d339f7b685d?sk=282b454d11695c0ea6751f743ade319d)
* [From Novice to Expert: A Comprehensive Step-by-Step Study Plan for Mastering LLMs](https://pub.towardsai.net/from-novice-to-expert-a-comprehensive-step-by-step-study-plan-for-mastering-llms-dc9feb60ecc4?sk=26b9ecdd113ce144fe9596eddedfa2c1)
### 5.4. Time Series Data Analysis ###
* [10 Top Time Series Courses to Proficient This Important Data Science Skills](https://pub.towardsai.net/10-top-time-series-courses-to-proficient-this-important-data-science-skills-565212d29a0?sk=8210dcce7c3cd3d6aa61b9a1d2ee6b96)
* [Level Up Your Time Series Analysis Skills with These 5 Books](https://medium.com/geekculture/level-up-your-time-series-analysis-skills-with-these-5-books-53d49b0c3ab3?sk=e39c5e934a25ff0e19f60ccaa24b2473)
* [13 Guided Time Series Projects to Build Your Portfolio](https://pub.towardsai.net/10-top-time-series-courses-to-proficient-this-important-data-science-skills-565212d29a0?sk=8210dcce7c3cd3d6aa61b9a1d2ee6b96)
## 6. Model Deployment ##
* [5 Short Courses Master Deploying Models Into Production](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-7-436ab0cad5?sk=f770e8ed6baa4c4a58bbef7c8abda3e0)
* [10 Top MlOps Books for Data Scientists](https://medium.com/geekculture/10-top-mlops-books-for-data-scientists-9b8bb222fd2c?sk=e55c3a93972ddd9905f669e7401491d4)
* [This Book Will Learn You To Scale Deep Learning Models](https://medium.com/mlearning-ai/learn-how-to-scale-your-deep-learning-model-through-this-book-42608852f9fa?sk=983b85db0321c2cbc500a9ea11d9e693)
* [Ultimate MLOps Learning Roadmap with Free Learning Resources In 2023](https://pub.towardsai.net/ultimate-mlops-learning-roadmap-with-free-learning-resources-in-2023-3ba7664cb1e9?sk=d22f3f812c6fbffa878ea5cd6bc3990b)
* [5 Top Machine Learning System Design Books for Data Scientists & Machine Learning Engineers](https://medium.com/geekculture/5-top-machine-learning-system-design-books-for-data-scientists-machine-learning-engineers-cedc3b43abf8?sk=40c7d0c6cbe6ccc479a2f5ce3c844091)
* [7 Top Courses & Books to Learn Dockers & Kubernetes for Data Scientists](https://medium.com/geekculture/7-top-courses-books-to-learn-dockers-kubernetes-for-data-scientists-a3ae17515e0c?sk=cf90664e65d9a7d0fa16caf5e3525b6b)
## 7. Software Engineering for Data Scientist ##
* [Software Engineering Roadmap For Data Scientists](https://levelup.gitconnected.com/software-engineering-roadmap-for-data-scientists-1b0fd154de51?sk=d4e9dbb2ad9949a5f7d4bfac558ce2ef)
* [Ultimate Free Python For Data Science Roadmap In 2023](https://levelup.gitconnected.com/ultimate-free-python-for-data-science-roadmap-in-2023-728daa9581de?sk=cb99b0bae60f34d4d3a6160053fae087)
* [6 Top Books to Learn Python & Programming for Data Science](https://levelup.gitconnected.com/6-top-books-to-learn-python-programming-for-data-science-afba3a7f352c?sk=03b3935e0d241e2960f5cc7d9c1f02cb)
* [5 Short Courses to Learn Scripting For Data Science](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-3-8dca8c7d5de8?sk=bd04821d01afbcb030e36d41d9f03ba2)
* [5 Short Courses to Learn Software Engineering Skills for Data Scientists](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-2-6e54cd4645ca?sk=57a729274a8f894a7fbe6ad82dd46e90)
## 8. Practical Data Science Skills ##
* [Top 12 Practical Data Science Books](https://medium.com/geekculture/top-12-practical-data-science-books-69fab1d66f9a?sk=33427d26205322024f907bc90d493392)
* [5 Short Practical Data Science Courses](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-1-2f2c4fe2e17a?sk=31b6da7f0721b1a79d3a8f10f472abab)
## 9. Data Ethics & Literacy ##
* [5 Short Courses to Learn Data Ethics & Literacy](https://medium.com/mlearning-ai/5-short-courses-to-boost-your-data-science-skills-part-6-f699cbd01f16?sk=f2a806bd14337e7b71409347b4a634b0)