{"id":13823111,"url":"https://github.com/IMSoley/cs-study-plan","last_synced_at":"2025-07-08T16:30:56.294Z","repository":{"id":56080074,"uuid":"191154145","full_name":"IMSoley/cs-study-plan","owner":"IMSoley","description":"📚👨‍🎓 Resources I'm using everyday to develop my skills to become a self-taught good programmer ... 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\"Ready\") [Roadmaps](https://github.com/liuchong/awesome-roadmaps \"Roadmaps\")"],"sub_categories":[],"readme":"## Personal Resources by Soley\n\u003ci\u003eResources based on my personal experience (quality matters over quantity!)\u003c/i\u003e  \n\u003cbr/\u003e\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://www.wallpaperflare.com/static/629/579/738/gnu-linux-arch-linux-arch-wallpaper.jpg\" alt=\"Arch ❤ Linux\"/\u003e\n\u003cb\u003eArch ❤ Linux\u003c/b\u003e\n\u003c/p\u003e \n\n## Overview\n* [CS 101 (Intro to the world of beauty)](https://github.com/IMSoley/cs-study-plan#cs-101-intro-to-the-world-of-beauty-earth_asia)\n* [C (Foundation)](https://github.com/IMSoley/cs-study-plan#c-foundation-thumbsup)\n* [PHP (Brush-up web dev) ](https://github.com/IMSoley/cs-study-plan#php-brush-up-web-dev-paintbrush)\n* [JavaScript (Jedi of Headache)](https://github.com/IMSoley/cs-study-plan#javascript-jedi-of-headache-package)\n* [Hacking 101 (very basic)](https://github.com/IMSoley/cs-study-plan#hacking-101-very-basic-skull_and_crossbones)\n* [C++ (One step ahead than C as named C++)](https://github.com/IMSoley/cs-study-plan#c-one-step-ahead-than-c-as-named-c-knife)\n* [Java (for OO concept)](https://github.com/IMSoley/cs-study-plan#java-for-oo-concept-mrs_claus)\n* [Python (can do anything :3)](https://github.com/IMSoley/cs-study-plan#python-can-do-anything-3-snake)\n* [Calculus (Foundation of Complexity)](https://github.com/IMSoley/cs-study-plan#calculus-foundation-of-complexity-pensive)\n* [Functional Programming (Path to become Pro programmer)](https://github.com/IMSoley/cs-study-plan#functional-programming-path-to-become-pro-programmer-man_with_turban)\n* [Go-lang (Seek of speed \u0026 efficiency)](https://github.com/IMSoley/cs-study-plan#go-lang-seek-of-speed--efficiency-zap)\n* [Regular Expressions (Geeks does use)](https://github.com/IMSoley/cs-study-plan#regular-expressions-geeks-does-use-hamster)\n* [Data Structures and Algorithms (DSA) (MOOC)](https://github.com/IMSoley/cs-study-plan#data-structures-and-algorithms-dsa-mooc-sunglasses)\n* [Data Science \u0026 Artificial Intelligence](https://github.com/IMSoley/cs-study-plan#data-science--artificial-intelligence-robot)\n* [Machine Learning](https://github.com/IMSoley/cs-study-plan#machine-learning-rowing_man)\n* [R (for Data Science too)](https://github.com/IMSoley/cs-study-plan#r-for-data-science-too-roll_eyes)\n* [Matlab](https://github.com/IMSoley/cs-study-plan#matlab-information_desk_person)\n* [Blockchain Engineering](https://github.com/IMSoley/cs-study-plan#blockchain-engineering-world_map)\n* [Web Development](https://github.com/IMSoley/cs-study-plan#x-web-dev-computer)\n* [Higher Education as a TA/GA/RA](https://github.com/IMSoley/cs-study-plan#higher-education-as-a-tagara-man_student)\n* [Extra Shitt..](https://github.com/IMSoley/cs-study-plan#extra-shitt-wink)\n* [Let the craziness begin](https://github.com/IMSoley/cs-study-plan#let-the-craziness-begin-fire)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### CS 101 (Intro to the world of beauty) :earth_asia:\n* https://www.includehelp.com/basics/\n* https://www.geeksforgeeks.org/gate-cs-notes-gq/\n* Best one: https://www.youtube.com/playlist?list=PLkVo56yGU5PqCYafmMj_I7n_37K2VABdB\n* Harvard CS50(Advance \u0026 Hard***): https://cs50.harvard.edu\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### C (Foundation) :thumbsup:\n* Very Basic (bangla): [http://cpbook.subeen.com](http://cpbook.subeen.com)\n* Most recom: [https://www.dipmat.univpm.it/~demeio/public/the_c_programming_language_2.pdf](https://www.dipmat.univpm.it/~demeio/public/the_c_programming_language_2.pdf)\n* Personal ref \n\t* [http://cs-fundamentals.com/c-programming/c-programming-tutorials.php](http://cs-fundamentals.com/c-programming/c-programming-tutorials.php)\n\t* https://www.geeksforgeeks.org/c-programming-language/\n\t* [http://c.biancheng.net/cpp/u/jiaocheng/](http://c.biancheng.net/cpp/u/jiaocheng/)\n\t* [http://c-lang.sevendays-study.com/](http://c-lang.sevendays-study.com/)\n\t* [http://program-lecture.info/](http://program-lecture.info/) \n\t*  [http://users.cs.cf.ac.uk/Dave.Marshall/C/CE.html](http://users.cs.cf.ac.uk/Dave.Marshall/C/CE.html)\n  * University ref \n\t  * https://www.cse.msu.edu/~cse251/\n\t  * [http://people.duke.edu/~bcl15/teachdir/ece250_spr14/](http://people.duke.edu/~bcl15/teachdir/ece250_spr14/)\n\t  * [http://www-ee.eng.hawaii.edu/~tep/EE160/Notes/](http://www-ee.eng.hawaii.edu/~tep/EE160/Notes/) \n\t  * https://www.albany.edu/faculty/dsaha/teach/2017Spring_CEN360/2017Spring_CEN360.html\n\t  * https://www.cs.uic.edu/~jbell/CourseNotes/C_Programming/\n\t  * [http://www.utdallas.edu/~ivor/cs1315/cprog.html](http://www.utdallas.edu/~ivor/cs1315/cprog.html)\n\t  * https://cs.brown.edu/courses/cs033/\n\t  * [http://www.cs.princeton.edu/courses/archive/spr17/cos217/lectures/](http://www.cs.princeton.edu/courses/archive/spr17/cos217/lectures/)\n* Pointers \n\t* https://boredzo.org/pointers/\n\t* https://stackoverflow.com/a/32493730/\n\t* https://en.wikibooks.org/wiki/C_Programming/Pointers_and_arrays\n\t* [http://alumni.cs.ucr.edu/~pdiloren/C++_Pointers/](http://alumni.cs.ucr.edu/~pdiloren/C++_Pointers/)\n\t* https://edoras.sdsu.edu/doc/c/pointers-1.2.2/\n\t* http://www.cs.yale.edu/homes/aspnes/pinewiki/C(2f)Pointers.html\n\t* [http://users.cs.cf.ac.uk/Dave.Marshall/C/node10.html](http://users.cs.cf.ac.uk/Dave.Marshall/C/node10.html)\n\t* [http://cecilsunkure.blogspot.com/2010/11/pointers-basics.html](http://cecilsunkure.blogspot.com/2010/11/pointers-basics.html)\n\t* [http://cslibrary.stanford.edu/102/](http://cslibrary.stanford.edu/102/)\n\t* https://www.youtube.com/user/JoeQuery/search?query=Pointer\n* C with Projects: [https://github.com/rby90/Project-Based-Tutorials-in-C](https://github.com/rby90/Project-Based-Tutorials-in-C)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### PHP (Brush-up web dev) :paintbrush:\n* Bucky’s 200 videos: [https://www.youtube.com/playlist?list=PL442FA2C127377F](https://www.youtube.com/playlist?list=PL442FA2C127377F)\n* [http://www.zentut.com/php-tutorial/](http://www.zentut.com/php-tutorial/)\n* Manual: [http://php.net/manual/en/index.php](http://php.net/manual/en/index.php)\n* BASIC OOP: [https://www.startutorial.com/homes/oo_beginner](https://www.startutorial.com/homes/oo_beginner)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### JavaScript (Jedi of Headache) :package:\n* https://javascript.info/\n* https://eloquentjavascript.net/\n* Path: [https://github.com/javascript-society/javascript-path](https://github.com/javascript-society/javascript-path)\n* Resources: [https://github.com/markerikson/react-redux-links/blob/master/javascript-resources.md](https://github.com/markerikson/react-redux-links/blob/master/javascript-resources.md)\n* https://flaviocopes.com/javascript/\n* Path: [https://frontendmasters.com/learn/javascript/](https://frontendmasters.com/learn/javascript/)\n* Guide: [https://www.freecodecamp.org/news/a-study-plan-to-cure-javascript-fatigue-8ad3a54f2eb1/](https://www.freecodecamp.org/news/a-study-plan-to-cure-javascript-fatigue-8ad3a54f2eb1/)\n* Jedi: [https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Hacking 101 (very basic) :skull_and_crossbones:\n* Linux: [https://www.youtube.com/playlist?list=PLnjNR4-S-EVqfJWovxEJyb7I0IOkKkoYM](https://www.youtube.com/playlist?list=PLnjNR4-S-EVqfJWovxEJyb7I0IOkKkoYM)\n* CEH: [https://iclass.eccouncil.org/our-courses/certified-ethical-hacker-ceh/](https://iclass.eccouncil.org/our-courses/certified-ethical-hacker-ceh/)\n* Pentest: [https://www.owasp.org/index.php/Web_Application_Penetration_Testing](https://www.owasp.org/index.php/Web_Application_Penetration_Testing)\n* Checklist for web hacking: [http://imsoley.tk/task/](http://imsoley.tk/task/)\n* Android Hacking: [https://www.owasp.org/index.php/OWASP_OMTG_Hacking_Playground](https://www.owasp.org/index.php/OWASP_OMTG_Hacking_Playground)\n* https://www.youtube.com/results?search_query=offensive+security+course\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### C++ (One step ahead than C as named C++) :knife:\n* Stanford CS 106B by Marty (Best course so far I have seen) \n\t* https://www.youtube.com/watch?v=NcZ2cu7gc-A\u0026list=PLnfg8b9vdpLn9exZweTJx44CII1bYczuk\n\t* https://web.stanford.edu/class/archive/cs/cs106b/cs106b.1162/lecture-videos.shtml\n* https://ece.uwaterloo.ca/~dwharder/aads/Tutorial/\n* https://zoo.cs.yale.edu/classes/cs427/2018f/lectures.html\n* https://web.stanford.edu/class/cs106l/lectures.html\n* I love this book: [https://python.cs.southern.edu/cppbook/progcpp.pdf](https://python.cs.southern.edu/cppbook/progcpp.pdf)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Java (for OO concept) :mrs_claus:\n* Best course on the planet, XD: [https://mooc.fi/en/](https://mooc.fi/en/)\n* Gold: [https://docs.google.com/document/d/1GVj8K9evB6cnbYSzajEo6RqkaqlCUZcn1-PrA4nyX4s](https://docs.google.com/document/d/1GVj8K9evB6cnbYSzajEo6RqkaqlCUZcn1-PrA4nyX4s)\n* Bucky’s Java \n\t* Beginner: [https://www.youtube.com/playlist?list=PLFE2CE09D83EE3E](https://www.youtube.com/playlist?list=PLFE2CE09D83EE3E)\n\t* Intermediate: [https://www.youtube.com/playlist?list=PL27BCE863B6A864E](https://www.youtube.com/playlist?list=PL27BCE863B6A864E)\n\t* GUI: [https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBzfXLWLSYVy8EbTdpGbUIG](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGBzfXLWLSYVy8EbTdpGbUIG)\n* University OOP \n\t* https://sp19.datastructur.es/\n* Stanford Java By Marty: https://www.youtube.com/playlist?list=PLAe8LJLmXkN1348vyNZ87L_t_KlbMFIYr\n* Good one: [http://programmedlessons.org/Java9/index.html](http://programmedlessons.org/Java9/index.html)\n* https://www.includehelp.com/java/\n* https://docs.oracle.com/javase/tutorial/\n* [http://www.learntosolveit.com/java/](http://www.learntosolveit.com/java/)\n* https://www.ntu.edu.sg/home/ehchua/programming/java/J3a_OOPBasics.html\n* https://jimgerland.com/javaguide/\n* https://www.java-made-easy.com\n* https://alvinalexander.com/java/java_oo/\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Python (can do anything :3) :snake:\n* MIT: [https://www.youtube.com/playlist?list=PLUl4u3cNGP63WbdFxL8giv4yhgdMGaZNA](https://www.youtube.com/playlist?list=PLUl4u3cNGP63WbdFxL8giv4yhgdMGaZNA)\n* Corey’s: [https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU](https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU)\n* Sentdex \n\t* Beginn: [https://www.youtube.com/playlist?list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M](https://www.youtube.com/playlist?list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M)\n\t* Interm: [https://www.youtube.com/playlist?list=PLQVvvaa0QuDfju7ADVp5W1GF9jVhjbX-_](https://www.youtube.com/playlist?list=PLQVvvaa0QuDfju7ADVp5W1GF9jVhjbX-_)\n* Best guide: [https://docs.python-guide.org/](https://docs.python-guide.org/)\n* Manual: [https://docs.python.org/3/](https://docs.python.org/3/)\n* Path to Become Python Guru: [https://stackoverflow.com/a/2576240/](https://stackoverflow.com/a/2576240/)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Calculus (Foundation of Complexity) :pensive:\n* One of the best course: [https://www.youtube.com/channel/UC5N5pRddyicAX1QJyJjIIdg](https://www.youtube.com/channel/UC5N5pRddyicAX1QJyJjIIdg)\n* Calculus one \u0026 two by Jim Fowler (Best of Best): [https://www.youtube.com/user/kisonecat/playlists?sort=dd\u0026view=50\u0026shelf_id=4](https://www.youtube.com/user/kisonecat/playlists?sort=dd\u0026view=50\u0026shelf_id=4)\n* https://www.youtube.com/view_play_list?p=F5E22224459D23D\n* https://www.youtube.com/channel/UCEWpbFLzoYGPfuWUMFPSaoA/playlists\n* https://www.youtube.com/user/misterwootube/playlists\n* https://www.youtube.com/user/MySecretMathTutor/playlists\n* https://www.youtube.com/playlist?list=PL19E79A0638C8D\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Functional Programming (Path to become Pro programmer) :man_with_turban:\n* Haskell \n\t* [http://book.realworldhaskell.org/read/](http://book.realworldhaskell.org/read/)\n\t* [http://learnyouahaskell.com/chapters](http://learnyouahaskell.com/chapters)\n\t* https://www.seas.upenn.edu/~cis194/spring15/lectures.html\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Go-lang (Seek of speed \u0026 efficiency) :zap:\n* Complete ref: https://docs.google.com/document/d/1Zb9GCWPKeEJ4Dyn2TkT-O3wJ8AFc-IMxZzTugNCjr-8/\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Regular Expressions (Geeks does use) :hamster:\n* YT Videos \n\t* https://www.youtube.com/watch?v=KJG1dETacLI\n\t* https://www.youtube.com/watch?v=WX5Zfflvdt\n\t* https://www.youtube.com/watch?v=sa-TUpSx1JA\n\t* https://www.youtube.com/watch?v=ZfQFUJhPqMM\n\t* https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YEypLuls7iidwHMdCM6o2w\n* https://github.com/ziishaned/learn-regex\n* https://ryanstutorials.net/regular-expressions-tutorial/\n* https://regexone.com/\n* https://regexcrossword.com/\n* https://regexr.com/\n* https://www.regular-expressions.info/tutorialcnt.html\n* Book(Master Regex 3rd Edition): [http://shop.oreilly.com/product/9780596528126.do](http://shop.oreilly.com/product/9780596528126.do)\n* [http://www.zytrax.com/tech/web/regex.htm](http://www.zytrax.com/tech/web/regex.htm)\n* https://developers.google.com/edu/python/regular-expressions\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Data Structures and Algorithms (DSA) (MOOC) :sunglasses:\n* Stanford University Algorithms \n\t* Part 1: [https://www.coursera.org/course/algo](https://www.coursera.org/course/algo)\n\t* Part 2: [https://www.coursera.org/course/algo2](https://www.coursera.org/course/algo2)\n* Princeton University Algorithms \n\t* Part 1: [https://www.coursera.org/course/algs4partI](https://www.coursera.org/course/algs4partI)\n\t* Part 2: [https://www.coursera.org/course/algs4partII](https://www.coursera.org/course/algs4partII)\n* MIT OCW Algorithm: [http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-006-introduction-to-algorithms-fall-2011/lecture-videos/)\n* University of California Data Structure: [https://www.cs.berkeley.edu/~jrs/61b/](https://www.cs.berkeley.edu/~jrs/61b/)\n* MIT OCW Data Structure:\n[http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/lecture-videos/](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-851-advanced-data-structures-spring-2012/lecture-videos/)\n* Harvard Extension School Data Structure:\n[http://www.extension.harvard.edu/academics/courses/data-structures-algorithms/21462](http://www.extension.harvard.edu/academics/courses/data-structures-algorithms/21462)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Data Science \u0026 Artificial Intelligence :robot:\n* https://jakevdp.github.io/PythonDataScienceHandbook/\n* Python stuff \n\t* Pure gold: [https://chrisalbon.com/](https://chrisalbon.com/)\n\t* https://scipython.com/book/\n\t* Practice Projects \n\t\t* https://github.com/tuvtran/project-based-learning#python\n\t\t* https://projecteuler.net/\n* Linear algebra \n\t* https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\n\t* https://www.khanacademy.org/math/linear-algebra\n\t* https://betterexplained.com/articles/linear-algebra-guide/\n\t* [http://physics.bgu.ac.il/~gedalin/Teaching/Mater/am.pdf](http://physics.bgu.ac.il/~gedalin/Teaching/Mater/am.pdf)\n\t* [http://www.physics.miami.edu/~nearing/mathmethods/mathematical_methods-one.pdf](http://www.physics.miami.edu/~nearing/mathmethods/mathematical_methods-one.pdf)\n\t* https://www.math.ubc.ca/~carrell/NB.pdf\n\t* https://math.byu.edu/~klkuttle/EssentialLinearAlgebra.pdf\n* Calculus \n\t* https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr\n\t* https://www.khanacademy.org/math/calculus-1\n\t* https://www.khanacademy.org/math/calculus-2\n\t* https://www.khanacademy.org/math/multivariable-calculus\n* Data exploration \n\t* https://github.com/StephenElston/ExploringDataWithPython/blob/master/LearningDataVisualization.ipynb\n\t* https://www.kaggle.com/c/titanic#description\n* Probability and statistics \n\t* https://www.khanacademy.org/math/statistics-probability\n\t* [http://greenteapress.com/thinkstats/thinkstats.pdf](http://greenteapress.com/thinkstats/thinkstats.pdf)\n\t* https://bookboon.com/en/applied-statistics-ebook\n\t* [http://www.wzchen.com/probability-cheatsheet/](http://www.wzchen.com/probability-cheatsheet/)\n* Statistical learning \n\t* https://www-bcf.usc.edu/~gareth/ISL/index.html\n\t* https://work.caltech.edu/telecourse.html\n\t* Best one: [https://web.stanford.edu/~hastieElemStatLearn/](https://web.stanford.edu/~hastieElemStatLearn/)\n* DS Paths\n\t* https://docs.google.com/spreadsheets/d/11s1JS-Qx-HgzDPa11CNTY9nkI-6tnSQzRua_wkVfF-0/edit?usp=sharing\n\t* https://learn-anything.xyz/data-science\n\t* DS In 8 Steps: [https://s3.amazonaws.com/assets.datacamp.com/blog_assets/DataScienceEightSteps_Full.png](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/DataScienceEightSteps_Full.png)\n\t* https://docs.google.com/document/d/1jdykjMTsbojFGNaI6T-cYFZuVgGrImjeP8MWhE69vhk/edit\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Machine Learning :rowing_man:\n* Maths for ML:\n\t* https://mml-book.github.io/\n* Python Packages for ML \n\t* Pandas \n\t\t* https://github.com/wesm/pydata-book\n\t\t* https://www.kaggle.com/abdullahsahin/step-by-step-pandas-tutorial-for-beginner\n\t\t* https://www.guru99.com/python-pandas-tutorial.html\n\t\t* https://www.youtube.com/playlist?list=PLQVvvaa0QuDc-3szzjeP6N6b0aDrrKyL-\n\t\t* https://pandas.pydata.org/pandas-docs/stable/getting_started/tutorials.html\n\t* Matplotlib \n\t\t* https://realpython.com/python-matplotlib-guide/\n\t\t* https://www.youtube.com/playlist?list=PLQVvvaa0QuDfefDfXb9Yf0la1fPDKluPF\n\t\t* https://matplotlib.org/tutorials/index.html\n\t* Numpy \n\t\t* [http://cs231n.github.io/python-numpy-tutorial/](http://cs231n.github.io/python-numpy-tutorial/)\n\t\t* https://docs.scipy.org/doc/numpy/user/quickstart.html\n\t\t* https://www.kaggle.com/hkumls/intensive-python-tutorial-numpy\n\t* Scikit-learn \n\t\t* https://scikit-learn.org/stable/tutorial/index.html\n\t\t* [http://gael-varoquaux.info/scikit-learn-tutorial/](http://gael-varoquaux.info/scikit-learn-tutorial/)\n\t\t* https://www.youtube.com/playlist?list=PLQVvvaa0QuDd0flgGphKCej-9jp-QdzZ\n\t* NLTK \u0026 NLP \n\t\t* https://www.youtube.com/playlist?list=PLQVvvaa0QuDf2JswnfiGkliBInZnIC4HL\n\t\t* Uni ref \n\t\t\t* https://www.youtube.com/playlist?list=PLQiyVNMpDLKnZYBTUOlSI9mi9wAErFtFm\n\t\t\t* https://www.youtube.com/playlist?list=PLLssT5z_DsK8BdawOVCCaTCO99Ya58ryR\n\t\t\t* [http://web.stanford.edu/class/cs224n/](http://web.stanford.edu/class/cs224n/)\n\t\t\t* [http://demo.clab.cs.cmu.edu/NLP/](http://demo.clab.cs.cmu.edu/NLP/)\n\t\t\t* [http://www.cs.jhu.edu/~jason/465/](http://www.cs.jhu.edu/~jason/465/)\n\t\t\t* https://www.cs.utexas.edu/~mooney/cs388/\n\t* Tensorflow \n\t\t* https://www.youtube.com/playlist?list=PL9ooVrP1hQOFJ8UZl86fYfmB1_P5yGzBT\n\t\t* https://www.youtube.com/playlist?list=PLQVvvaa0QuDfhTox0AjmQ6tvTgMBZBEXN\n\t\t* Uni ref \n\t\t\t* Stanford: https://www.youtube.com/playlist?list=PLQ0sVbIj3URf94DQtGPJV629ctn2c1zN-\n\t\t\t* [http://web.stanford.edu/class/cs20si/2017/syllabus.html](http://web.stanford.edu/class/cs20si/2017/syllabus.html)\n\t\t\t* https://cs224d.stanford.edu/lectures/\n\t\t\t* https://www.math.purdue.edu/~nwinovic/tensorflow.html\n\t* Theanos \n\t\t* [http://www.marekrei.com/blog/theano-tutorial/](http://www.marekrei.com/blog/theano-tutorial/)\n\t\t* [http://deeplearning.net/software/theano/tutorial/](http://deeplearning.net/software/theano/tutorial/)\n\t\t* https://www.youtube.com/playlist?list=PL8Fr1wNWCi4T2fvla24jenU4IBM3P8_lJ\n\t* Keras \n\t\t* https://www.guru99.com/keras-tutorial.html\n\t\t* https://www.pyimagesearch.com/2018/09/10/keras-tutorial-how-to-get-started-with-keras-deep-learning-and-python/\n\t\t* https://keras.io/\n\t\t* https://www.youtube.com/playlist?list=PLoY9f-5DCBllMdKJtDewkggsARqGqadeX\n\t* Pytorch \n\t\t* https://github.com/yunjey/pytorch-tutorial\n\t\t* https://pytorch.org/tutorials/\n\t\t* https://www.kaggle.com/kanncaa1/pytorch-tutorial-for-deep-learning-lovers\n\t\t\t* Uni ref \n\t\t\t\t* https://cise.ufl.edu/~xiaoyong/materials/pytorch_tutorial.pdf\n\t\t\t\t* https://courses.cs.washington.edu/courses/cse446/18wi/sections/section7/6_pytorch_tutorial.html\n\t\t\t\t* http://web.cs.ucdavis.edu/~yjlee/teaching/ecs289g-winter2018/Pytorch_Tutorial.pdf\n\t\t\t\t* https://www.cs.purdue.edu/homes/ribeirob/courses/Spring2018/lectures/Hands_On_pyTorch.html\n* Quantitative Economics with Python(for DS too): [https://lectures.quantecon.org/py/](https://lectures.quantecon.org/py/)\n* Good one: [https://www.kaggle.com/mjbahmani/the-data-scientist-s-toolbox-tutorial-2/notebook](https://www.kaggle.com/mjbahmani/the-data-scientist-s-toolbox-tutorial-2/notebook)\n* University of Washington ML: [https://www.coursera.org/specializations/machine-learning](https://www.coursera.org/specializations/machine-learning)\n* Andrew’s: [https://www.coursera.org/specializations/deep-learning](https://www.coursera.org/specializations/deep-learning)\n* Stanford: [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning)\n* https://www.udacity.com/learn/machinelearning\n* https://www.cs.cmu.edu/~bapoczos/Classes/ML10715_2015Fall/index.html\n* https://www.reddit.com/r/MachineLearning/comments/5z8110/d_a_super_harsh_guide_to_machine_learning/\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### R (for Data Science too) :roll_eyes:\n* With fun way: [https://www.rforcats.net/](https://www.rforcats.net/)\n* Best: [https://r4ds.had.co.nz/](https://r4ds.had.co.nz/)\n* https://storage.googleapis.com/kaggle-forum-message-attachments/356656/9869/DataScienceinR.pdf\n* https://paulvanderlaken.com/2017/10/18/learn-r/\n* https://paulvanderlaken.com/2017/08/10/r-resources-cheatsheets-tutorials-books/\n* https://www.kaggle.com/rtatman/welcome-to-data-science-in-r\n* https://baseballwithr.wordpress.com/\n* https://www.cs.upc.edu/~robert/teaching/estadistica/rprogramming.pdf\n* https://www.kaggle.com/shreedevi/titanic-r-tutorial\n* Manual: [https://cran.r-project.org/doc/manuals/r-release/R-intro.html](https://cran.r-project.org/doc/manuals/r-release/R-intro.html)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Matlab :information_desk_person:\n* MIT:\n[http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-094-introduction-to-matlab-january-iap-2010/](http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-094-introduction-to-matlab-january-iap-2010/)\n* MIT: [https://lagunita.stanford.edu/courses/course-v1:Engineering+AdvMATLAB+Fall2018/about](https://lagunita.stanford.edu/courses/course-v1:Engineering+AdvMATLAB+Fall2018/about)\n* https://ef.engr.utk.edu/ef230-2014-01/modules/index.php\n* [http://undocumentedmatlab.com/](http://undocumentedmatlab.com/)\n* [http://controleducation.group.shef.ac.uk/indexwebbook.html](http://controleducation.group.shef.ac.uk/indexwebbook.html)\n* https://matlabacademy.mathworks.com/\n* https://drive.google.com/drive/folders/1Krl86TpXllSawZzheKRdH6xNd7v9kUKb\n* Solving problems: [https://www.mathworks.com/matlabcentral/cody/problems](https://www.mathworks.com/matlabcentral/cody/problems)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Blockchain Engineering :world_map:\n* https://a16z.com/2018/02/10/crypto-readings-resources/\n* https://www.newline.co/\n* https://medium.com/crypto-currently/lets-build-the-tiniest-blockchain-e70965a248b\n* https://www.humblebundle.com/books/bitcoin-cryptocurrency-books\n* https://www.reddit.com/r/CryptoCurrency/comments/7zlvge/the_path_to_become_a_blockchain_developer/\n* https://ethereum.network/learn\n* https://www.coursera.org/learn/cryptocurrency\n* [http://bitcoinbook.cs.princeton.edu/](http://bitcoinbook.cs.princeton.edu/)\n* https://antonopoulos.com/ (His all videos)\n* https://anders.com/blockchain/\n* https://github.com/bitcoinbook/bitcoinbook\n* https://aois.blob.core.windows.net/public/Blockchain%20Programming%20in%20CSharp.pdf\n* https://blog.cryptoconsortium.org/preparing-for-the-certified-bitcoin-professional-exam/\n* https://docs.google.com/document/d/1VmRShRTO202HkCpEML4bpm9UJLcdFstnj9oD3ASAlhY/\n* https://www.reddit.com/r/CryptoTechnology/comments/8yxky7/guide_how_to_get_started_with_blockchain/\n* https://www.reddit.com/r/CryptoCurrency/comments/97g9n0/an_extensive_list_of_blockchain_courses_resources/\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### {x} Web Dev :computer:\n* Full Stack(udacity): [https://www.udacity.com/course/full-stack-web-developer-nanodegree--nd](https://www.udacity.com/course/full-stack-web-developer-nanodegree--nd)\n* Bootcamp(udemy): [https://www.udemy.com/the-complete-web-development-bootcamp/](https://www.udemy.com/the-complete-web-development-bootcamp/)\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Higher Education as a TA/GA/RA :man_student:\n* Prepare for IELTS\n\t* Practice! - Practice!! - Practice!!!\n\t* Watch YouTube Videos A LOT\n\t* Be connected with English community (No freaking banglish community)\n\t* University of Queensland: [https://www.edx.org/course/ielts-academic-test-preparation-0](https://www.edx.org/course/ielts-academic-test-preparation-0)\n\t* Need to improve \n\t\t* Fluency\n\t\t* Coherence\n\t\t* Task Achievement\n\t\t* Lexical Resources\n\t\t* Grammatical Range\n\t\t* Paraphrase\n\t\t* Skimming\n\t\t* Scanning\n\t\t* Connectors\n\t\t* Paragraphing\n\t\t* Essay Types\n\t\t* Speed Reading\n\t* Prepare for GRE\n\t\t* Magoosh flashcards\n\t\t* Magoosh account\n\t\t* Manhattan 5LB\n\t\t* ETS materials\n\t\t* Barrons 333\n\t* Verbal \n\t\t* Barrons 333 + word smart 1\u0026\n\t\t* Verbal grail\n\t\t* Manhattan 7-\n\t\t* Big book RC\n\t\t* 5 LB (TC+SE+Logical RC)\n\t\t* ETS verbal\n\t* Quant \n\t\t* Manhattan 1-\n\t\t* Manhattan 5 LB\n\t\t* Nova (Geometry+probability+permutation+combination)\n\t\t* ETS quant + official guide\n\t\t* Princeton 1014\n\t* Ana \n\t\t* Kaplan template\n\t\t* ETS pool samples\n* Publications based on research interests\n\t* Quality does matter A LOT\n* Build projects on research\n\t* Real time object recognizer\n\t* Biological Research Projects\n\t* Or Building own Neural Network for a particular task\n* Analyse projects of other Uni professors with same interests\n\t* Suppose target is USA and Interested in Robotics\n\t* [Query I use](https://docs.google.com/document/d/1ydVaJJeL1EYbWtlfj9TPfBTE5IBADkQfZrQaBZxqXGs/edit): Robotics by +site:.edu or Robotics by +inurl:~ +site:.edu\n\t* Then filter out other countries results\n* Learn every single piece of shitt of academic materials to get a decent CGPA -\n\t* Examples \n\t\t* Computer? - transistor with on/off state hence binary 0, 1\n\t\t* Why this two states, how \u0026 behavior\n\t\t* How Assembly works\n\t\t* How character becomes 0,1 (ASCII)\n\t\t* How Videos are structured \u003e collections of img \u003e rgb \u003e pixels \u003e etc...\n\t\t* Audio and all others sooo on blah blah shitt....\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Extra Shitt.. :wink:\n* Masterpiece: [http://rosettacode.org/wiki/Rosetta_Code](http://rosettacode.org/wiki/Rosetta_Code)\n* Pro level books(pure gold): [https://goalkicker.com](https://goalkicker.com)\n* VCS: [https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAKWClAD_iKpNC0bGHxGhcx](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAKWClAD_iKpNC0bGHxGhcx)\n* Vim \n\t* https://www.youtube.com/watch?v=5r6yzFEXajQ\n\t* https://devhints.io/vim\n\t* https://github.com/amix/vimrc\n* Tmux \n\t* https://www.youtube.com/watch?v=5r6yzFEXajQ\n\t* https://tmuxcheatsheet.com/\n\t* https://danielmiessler.com/study/tmux/\n\t* https://github.com/gpakosz/.tmux\n* Shell Programming \n\t* [http://www.freeos.com/guides/lsst/](http://www.freeos.com/guides/lsst/)\n\t* https://bash.cyberciti.biz/guide/Main_Page\n* Socket Programming \n\t* Python \n\t\t* https://realpython.com/python-sockets/\n\t\t* https://www.youtube.com/playlist?list=PLhTjy8cBISErYuLZUvVOYsR1giva2payF\n\t* Java \n\t\t* [http://cs.lmu.edu/~ray/notes/javanetexamples/](http://cs.lmu.edu/~ray/notes/javanetexamples/)\n\t\t* https://cs.gmu.edu/~setia/cs571-F02/slides/lec6b.pdf\n\t* C/C++ \n\t\t* [http://www.cse.unt.edu/~sweany/CSCE3600F15/HANDOUTS/pdfOfppt.pdf](http://www.cse.unt.edu/~sweany/CSCE3600F15/HANDOUTS/pdfOfppt.pdf)\n\t\t* [http://www.cs.cornell.edu/courses/cs4450/2018sp/sockets_slides.pdf](http://www.cs.cornell.edu/courses/cs4450/2018sp/sockets_slides.pdf)\n\t\t* [http://courses.cs.vt.edu/~cs5516/spring03/slides/SocketProgramming_1.pdf](http://courses.cs.vt.edu/~cs5516/spring03/slides/SocketProgramming_1.pdf)\n\t\t* [http://www.cs.toronto.edu/~yganjali/resources/Course-Handouts/CSC458/H03--CSC458-Tutorial-I.pdf](http://www.cs.toronto.edu/~yganjali/resources/Course-Handouts/CSC458/H03--CSC458-Tutorial-I.pdf)\n* Assembly\n\t* http://www.c-jump.com/CIS77/ASM/Assembly/lecture.html\n\t* https://pacman128.github.io/pcasm/\n\t* http://www.opensecuritytraining.info/IntroX86.html\n\t* http://www.plantation-productions.com/Webster/\n\t* https://legend.octopuslabs.io/sample-page.html\n\t* http://win32assembly.programminghorizon.com/tutorials.html\n\t* Uni ref \n\t\t* http://chortle.ccsu.edu/AssemblyTutorial/\n\t\t* http://www.egr.unlv.edu/~ed/x86.html\n\t\t* http://cs.lmu.edu/~ray/notes/x86assembly/\n* Reverse Engineering\n\t* [http://opensecuritytraining.info/IntroX86.html](http://opensecuritytraining.info/IntroX86.html)\n\t* https://securedorg.github.io/RE101/\n\t* https://beginners.re/\n\t* https://www.begin.re/\n\t* [http://www.woodmann.com/](http://www.woodmann.com/)\n\t* Uni ref \n\t\t* [http://www.cs.fsu.edu/~liux/courses/reversing/](http://www.cs.fsu.edu/~liux/courses/reversing/)\n\t\t* https://www.cs.drexel.edu/~spiros/teaching/CS675/\n\t\t* [http://www.math.clemson.edu/~macaule/classes/f16_math4500/slides](http://www.math.clemson.edu/~macaule/classes/f16_math4500/slides)\n\t\t* https://cs125.cs.illinois.edu/lab/5/\n* CCNA\n\t* https://www.pluralsight.com/paths/ccna\n\t* https://www.youtube.com/user/professormesser\n\t* https://www.youtube.com/playlist?list=PLmdYg02XJt6QRQfYjyQcMPfS3mrSnFbRC\n\t* https://ftuforum.com/the-complete-networking-fundamentals-course-your-ccna-start-1/\n\t* https://drive.google.com/drive/folders/1WocC_X5uzS7XQLVQdSRJJWcKDwL4ya4g\n\t* https://mega.nz/#F!dWISgYKa!JiFAxnZPmgsrEIcm1BKBCA\n* Compiler Design \n\t* Stanford: [http://web.stanford.edu/class/cs143/](http://web.stanford.edu/class/cs143/)\n\t* Best: [https://sites.google.com/site/wonsunahn/teaching/cs](https://sites.google.com/site/wonsunahn/teaching/cs)\n\t* https://www.isi.edu/~pedro/Teaching/CSCI565-Spring17/\n\t* https://parasol.tamu.edu/~rwerger/Courses/434/\n\t* Book: [http://hjemmesider.diku.dk/~torbenm/Basics/](http://hjemmesider.diku.dk/~torbenm/Basics/)\n\t* [http://web.cecs.pdx.edu/~harry/compilers/syllabus.html](http://web.cecs.pdx.edu/~harry/compilers/syllabus.html)\n\t* https://www.cs.cmu.edu/~fp/courses/15411-f08/schedule.html\n\t* Must read: [http://craftinginterpreters.com/](http://craftinginterpreters.com/)\n* System Design\n* Competitive Programming\n* ... more\n* Preparation for big 4 (Google, Facebook, Amazon, Microsoft) \n\t* https://www.youtube.com/watch?v=YJZCUhxNCv\n\t* https://github.com/jwasham/coding-interview-university\n\u003cbr/\u003e\u003cbr/\u003e\n\n#### Let the craziness begin :fire:\n* Quantum Physics \n\t* Understanding Einstein (The Special Theory of Relativity - Stanford): [https://www.coursera.org/learn/einstein-relativity](https://www.coursera.org/learn/einstein-relativity)\n\t* Richard Feynman Lectures \n\t\t* Messenger Lectures (1964): [http://www.cornell.edu/video/playlist/richard-feynman-messenger-lectures](http://www.cornell.edu/video/playlist/richard-feynman-messenger-lectures)\n\t\t* Legendary lectures: [http://www.feynmanlectures.caltech.edu/](http://www.feynmanlectures.caltech.edu/)\n\t* Exploring Quantum Physics(University of Maryland) -\n\t\t* Course: [https://www.my-mooc.com/en/mooc/eqp/](https://www.my-mooc.com/en/mooc/eqp/)\n\t\t* Workshop: [http://qml2018.umiacs.io/](http://qml2018.umiacs.io/)\n\t* MIT OCW \n\t\t* Part 1: https://ocw.mit.edu/courses/physics/8-04-quantum-physics-i-spring-2013/lecture-vid\n\t\teos/\n\t\t* Part 2: https://ocw.mit.edu/courses/physics/8-05-quantum-physics-ii-fall-2013/video-lectures/\n\t* Oxford: [https://www.youtube.com/playlist?list=PLOarn8QL6W_ImlqPOMluvxIUx9hkWMiTY](https://www.youtube.com/playlist?list=PLOarn8QL6W_ImlqPOMluvxIUx9hkWMiTY)\n\t* Relativistic Quantum Mechanics: [https://www.youtube.com/playlist?list=PLOarn8QL6W_L1T2soxwuWNy6XJxrLAG4A](https://www.youtube.com/playlist?list=PLOarn8QL6W_L1T2soxwuWNy6XJxrLAG4A)\n\t* [http://talkminer.fxpal.com/searcher.jsp?q=Quantum+Physics\u0026t=searchbox\u0026s=home](http://talkminer.fxpal.com/searcher.jsp?q=Quantum+Physics\u0026t=searchbox\u0026s=home)\n\t* https://github.com/Developer-Y/math-science-video-lectures\n* Astronomy/Astrophysics/Cosmology \n\t* Astronomy - UC Berkeley: https://archive.org/details/ucberkeley-webcast-PL-XXv-cvA_iAWhNzFKIy-KkqCcSPKG\n* Psychology \n\t* Introduction to Psychology as a Science (Georgia Institute of Technology) \n\t\t* Methodological and Biological Foundations: https://www.coursera.org/learn/methodological-biological-foundations\n\t\t* Fundamentals of the Mind and Behavior: https://www.coursera.org/learn/mind-behavior-fundamentals\n\t* Wesleyan University: [https://www.coursera.org/learn/social-psychology](https://www.coursera.org/learn/social-psychology)\n\t* General Psychology - UC Berkeley: https://archive.org/details/UcBerkeleyPsychology1-GeneralPsychology\n* Bug Finding \n\t* Movies for Hackers: https://github.com/k4m4/movies-for-hackers\n\t* https://edoverflow.com/2017/bugbounty-faq/\n\t* https://github.com/EdOverflow/bugbounty-cheatsheet\n\t* https://github.com/ngalongc/bug-bounty-reference\n\t* https://github.com/jhaddix/tbhm\n\t* https://forum.bugcrowd.com/t/researcher-resources-tools/\n\t* https://forum.bugcrowd.com/t/how-do-you-approach-a-target/293/\n\t* https://hackernoon.com/10-rules-of-bug-bounty-65082473ab8c\n\t* https://github.com/djadmin/awesome-bug-bounty\n* Awesomeness \n\t* Awesome lists: [https://github.com/sindresorhus/awesome](https://github.com/sindresorhus/awesome)\n\t* Computer Science curriculum(Books): [https://github.com/AB1908/CS-Books](https://github.com/AB1908/CS-Books)\n\t* Shanghai Jiaotong University School of Software undergraduate programming reference:\n\t[https://github.com/SJTU-SE/awesome-se](https://github.com/SJTU-SE/awesome-se)\n\t* Terminals Are Sexy: [https://github.com/k4m4/terminals-are-sexy](https://github.com/k4m4/terminals-are-sexy)\n\t* Awesome university courses for learning CS:\n\t[https://github.com/prakhar1989/awesome-courses](https://github.com/prakhar1989/awesome-courses)\n\t* Awesome Python: [https://github.com/vinta/awesome-python](https://github.com/vinta/awesome-python)\n\t* Awesome mathematics resources: [https://github.com/rossant/awesome-math](https://github.com/rossant/awesome-math)\n\t* Awesome APIs: [https://github.com/TonnyL/Awesome_APIs](https://github.com/TonnyL/Awesome_APIs)\n\t* Awesome Regex: [https://github.com/aloisdg/awesome-regex](https://github.com/aloisdg/awesome-regex)\n\t* ML, DL, Craps: [https://github.com/ty4z2008/Qix](https://github.com/ty4z2008/Qix)\n\t* Another Collection of APIs: [https://apilist.fun](https://apilist.fun)\n\t* Chinese CS hell: [http://www.qfedu.com/](http://www.qfedu.com/)\n\t* Awesome Uni Courses:\n\thttps://docs.google.com/document/d/1wZlC6B4SWKMbkmV51OkOYYaupM5PGDVwQDJREZr7yHo/edit?usp=sharing\n* Darkness \n\u003cbr/\u003e\u003cbr/\u003e\n\nWelcome for Suggestions :heart:\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FIMSoley%2Fcs-study-plan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FIMSoley%2Fcs-study-plan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FIMSoley%2Fcs-study-plan/lists"}