Repository: youssefHosni/Data-Science-Educational-Resoruces Branch: main Commit: 750c94f1b7e8 Files: 1 Total size: 13.3 KB Directory structure: gitextract_p9tdht9_/ └── README.md ================================================ FILE CONTENTS ================================================ ================================================ FILE: README.md ================================================ # Data-Science-Handbook This is a repo with links to everything you want to learn about data science, AI & Generative AI and LLMs. [](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/) [](http://makeapullrequest.com) [](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/watchers/) [](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/network/) [](https://GitHub.com/youssefHosni/Awesome-Data-Science-Resoruces/stargazers/)  ### 1.1. 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) ### 1.2. 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) ### 1.3. 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) ### 1.4. 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) ### 1.5. AI ### * [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) #### 1.5.1. 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) #### 1.5.2. 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]() #### 1.5.3. 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) #### 1.5.4. 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) #### 1.5.5. Generative AI & LLMs #### **LLM Basics** * [Top Large Langauge Models Practical & Theoretical Courses](https://levelup.gitconnected.com/5-top-large-langauge-models-practical-theoretical-courses-43e9f95da06e?sk=992bbfe34e923f3e3ebc9248eb5576c2) **LLM From Scratch** * [Best Resources On Building Datasets to Trian LLMs](https://levelup.gitconnected.com/best-resources-on-building-datasets-to-trian-llms-f6c6e02fc375?sk=342b0b4f9587b2db3af5fe86c90e519e) * [Mastering Large Language Model (LLM) Fine-Tuning: Top Learning Resources](https://pub.towardsai.net/mastering-large-language-model-llm-fine-tuning-top-learning-resources-dcef012256fd?sk=54ca7be29591c08bd12b6161b534f859) * [14 Free Large Language Models Fine-Tuning Notebooks](https://levelup.gitconnected.com/14-free-large-language-models-fine-tuning-notebooks-532055717cb7?sk=ef3212821235db70871d72c86e179b07) * [Best Resources to Learn & Understand Evaluating LLMs](https://pub.towardsai.net/best-resources-to-learn-understand-evaluating-llms-4610ee5dc5c1?sk=2e53e253dbf2890f0cc94c0cfe7c64c0) * [Overview of LLM Quantization Techniques & Where to Learn Each of Them?](https://yousefhosni.medium.com/overview-of-llm-quantization-techniques-where-to-learn-each-of-them-0d8599acfec8?sk=594f81f338f15bb211d9356a6537e476) * [Top Resources to Learn & Understand RLHF & LLM Alignment](https://levelup.gitconnected.com/top-resources-to-learn-understand-rlhf-69f7984f1e58?sk=79d44cc8a12394a958545096643bc583) * [How to Stay Updated with LLM Research & Industry News?](https://medium.com/gitconnected/how-to-stay-updated-with-llm-research-industry-news-c1d60e341bad?sk=99998b76402b2555c2bf998dd186ba0c) **LLMs In Production** * [Best Resoruces to Learn Prompt Engineering](https://levelup.gitconnected.com/5-best-resoruces-to-learn-prompt-engineering-7a0ffb459324?sk=cf149a0c227e5ece367ab1405827498b) * [Top Resources to Master Vector Databases & Building a Vector Storage](https://levelup.gitconnected.com/6-resources-to-master-vector-databases-building-a-vector-storage-8d94ca1e3897?sk=1447d3e09380b72ded2edd380e354f22) * [Top Resources to Master RAG: From Basic Level to Advanced](https://pub.towardsai.net/top-resources-to-master-rag-from-basic-level-to-advanced-755a814d9348?sk=0e75d3790fbb62b5592b3858b4376cf8) * [Top Free Learning Resources to Master LLM Agents](https://levelup.gitconnected.com/top-free-learning-resources-to-master-llm-agents-477fad6fcf9c?sk=b345796e178fa5624c72ad22b83bb2f8) * [5 Free Tools to Run Large Language Models (LLM) Locally on Your Laptop](https://levelup.gitconnected.com/5-free-tools-to-run-large-language-models-llm-locally-on-your-laptop-9a359f1df506?sk=300f0008936ac81e2220fa4dbdb633bf) * [Deploying LLMs: Top Learning & Educational Resources to Get Started](https://levelup.gitconnected.com/deploying-llms-top-learning-educational-resources-to-get-started-4db8c6034dc5?sk=5482bff8287673630144390bda4721d4) * [Getting Started with LLM Inference Optimization: Best Resources](https://youssefh.substack.com/p/getting-started-with-llm-inference) * [What is LLMOps and How to Get Started With It](https://levelup.gitconnected.com/what-is-llmops-and-how-to-get-started-with-it-04002c25e081?sk=f127154bd466cca6b5aae3ce88774f6e) * [Securing LLMs: Best Learning & Educational Resources](https://levelup.gitconnected.com/securing-llms-best-learning-educational-resources-b9638c063c92?sk=0ba4ddeb4998f310509e99ec3d3d93b9) **Building LLM Projects** * [10 Large Language Models Projects To Build Your Portfolio](https://levelup.gitconnected.com/10-large-language-models-projects-to-build-your-portfolio-d7974569aad4?sk=d59e963806e3ccf5fdcd3b5c0f715f48) * [10 Guided Large Language Models Projects to Build Your Portfolio](https://levelup.gitconnected.com/10-guided-large-language-models-projects-to-build-your-portfolio-dc9bd79f09c?sk=fa1867433c0285c6f41470fba0d2198f) ### 1.6. 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) ### 1.7. 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) ### 1.8. 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) ### 1.9. 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)
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"preview": "# Data-Science-Handbook \nThis is a repo with links to everything you want to learn about data science, AI & Generative "
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