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| k-D Trees | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#k-d-trees |
| Skip lists | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#skip-lists |
| Network Flows | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#network-flows |
| Disjoint Sets & Union Find | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#disjoint-sets--union-find |
| Math for Fast Processing | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#math-for-fast-processing |
| Treap | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#treap |
| Linear Programming | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#linear-programming |
| Geometry, Convex hull | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#geometry-convex-hull |
| Discrete math | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#discrete-math |
| Machine Learning | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#machine-learning |
| Additional Detail on Some Subjects | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#additional-detail-on-some-subjects |
| Video Series | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#video-series |
| Computer Science Courses | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#computer-science-courses |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#why-use-it |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#how-to-use-it |
| More about Github-flavored markdown | https://guides.github.com/features/mastering-markdown/#GitHub-flavored-markdown |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#dont-feel-you-arent-smart-enough |
| The myth of the Genius Programmer | https://www.youtube.com/watch?v=0SARbwvhupQ |
| It's Dangerous to Go Alone: Battling the Invisible Monsters in Tech | https://www.youtube.com/watch?v=1i8ylq4j_EY |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#about-video-resources |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#interview-process--general-interview-prep |
| ABC: Always Be Coding | https://medium.com/always-be-coding/abc-always-be-coding-d5f8051afce2#.4heg8zvm4 |
| Whiteboarding | https://medium.com/@dpup/whiteboarding-4df873dbba2e#.hf6jn45g1 |
| Effective Whiteboarding during Programming Interviews | http://www.coderust.com/blog/2014/04/10/effective-whiteboarding-during-programming-interviews/ |
| Demystifying Tech Recruiting | https://www.youtube.com/watch?v=N233T0epWTs |
| Gayle L McDowell - Cracking The Coding Interview (video) | https://www.youtube.com/watch?v=rEJzOhC5ZtQ |
| Cracking the Coding Interview with Author Gayle Laakmann McDowell (video) | https://www.youtube.com/watch?v=aClxtDcdpsQ |
| How to Get a Job at the Big 4 - Amazon, Facebook, Google & Microsoft (video) | https://www.youtube.com/watch?v=YJZCUhxNCv8 |
| Software Engineer Interview Unleashed (paid course) | https://www.udemy.com/software-engineer-interview-unleashed |
| Python for Data Structures, Algorithms, and Interviews! (paid course) | https://www.udemy.com/python-for-data-structures-algorithms-and-interviews/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#pick-one-language-for-the-interview |
| http://www.byte-by-byte.com/choose-the-right-language-for-your-coding-interview/ | http://www.byte-by-byte.com/choose-the-right-language-for-your-coding-interview/ |
| http://blog.codingforinterviews.com/best-programming-language-jobs/ | http://blog.codingforinterviews.com/best-programming-language-jobs/ |
| See language resources here | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code/blob/master/programming-language-resources.md |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#book-list |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#interview-prep |
| Programming Interviews Exposed: Secrets to Landing Your Next Job, 2nd Edition | http://www.wiley.com/WileyCDA/WileyTitle/productCd-047012167X.html |
| Cracking the Coding Interview, 6th Edition | http://www.amazon.com/Cracking-Coding-Interview-6th-Programming/dp/0984782850/ |
| Elements of Programming Interviews (C++ version) | https://www.amazon.com/Elements-Programming-Interviews-Insiders-Guide/dp/1479274836 |
| book | https://www.amazon.com/Elements-Programming-Interviews-Java-Insiders/dp/1517435803/ |
| Companion Project - Method Stub and Test Cases for Every Problem in the Book | https://github.com/gardncl/elements-of-programming-interviews |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#computer-architecture |
| Write Great Code: Volume 1: Understanding the Machine | https://www.amazon.com/Write-Great-Code-Understanding-Machine/dp/1593270038 |
| Computer Architecture, Fifth Edition: A Quantitative Approach | https://www.amazon.com/dp/012383872X/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#language-specific |
| Additional language-specific resources here. | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code/blob/master/programming-language-resources.md |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#c |
| Algorithms in C++, Parts 1-4: Fundamentals, Data Structure, Sorting, Searching | https://www.amazon.com/Algorithms-Parts-1-4-Fundamentals-Structure/dp/0201350882/ |
| Algorithms in C++ Part 5: Graph Algorithms | https://www.amazon.com/Algorithms-Part-Graph-3rd-Pt-5/dp/0201361183/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#java |
| Algorithms (Sedgewick and Wayne) | https://www.amazon.com/Algorithms-4th-Robert-Sedgewick/dp/032157351X/ |
| Algorithms I | https://www.youtube.com/user/algorithmscourses/playlists?view=50&sort=dd&shelf_id=2 |
| Algorithms II | https://www.youtube.com/user/algorithmscourses/playlists?shelf_id=3&view=50&sort=dd |
| Data Structures and Algorithms in Java | https://www.amazon.com/Data-Structures-Algorithms-Michael-Goodrich/dp/1118771338/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#python |
| Data Structures and Algorithms in Python | https://www.amazon.com/Structures-Algorithms-Python-Michael-Goodrich/dp/1118290275/ |
| https://startupnextdoor.com/book-report-data-structures-and-algorithms-in-python/ | https://startupnextdoor.com/book-report-data-structures-and-algorithms-in-python/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#optional-books |
| Algorithm Design Manual | http://www.amazon.com/Algorithm-Design-Manual-Steven-Skiena/dp/1849967202 |
| Solutions | http://www.algorithm.cs.sunysb.edu/algowiki/index.php/The_Algorithms_Design_Manual_(Second_Edition) |
| Solutions | http://blog.panictank.net/category/algorithmndesignmanualsolutions/page/2/ |
| Errata | http://www3.cs.stonybrook.edu/~skiena/algorist/book/errata |
| Introduction to Algorithms | https://www.amazon.com/Introduction-Algorithms-3rd-MIT-Press/dp/0262033844 |
| Programming Pearls | http://www.amazon.com/Programming-Pearls-2nd-Jon-Bentley/dp/0201657880 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#before-you-get-started |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#1-you-wont-remember-it-all |
| Retaining Computer Science Knowledge | https://startupnextdoor.com/retaining-computer-science-knowledge/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#2-use-flashcards |
| Flashcards site repo | https://github.com/jwasham/computer-science-flash-cards |
| My flash cards database (old - 1200 cards) | https://github.com/jwasham/computer-science-flash-cards/blob/master/cards-jwasham.db |
| My flash cards database (new - 1800 cards) | https://github.com/jwasham/computer-science-flash-cards/blob/master/cards-jwasham-extreme.db |
| Anki | http://ankisrs.net/ |
| https://ankiweb.net/shared/info/25173560 | https://ankiweb.net/shared/info/25173560 |
| @xiewenya | https://github.com/xiewenya |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#3-review-review-review |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#4-focus |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#what-you-wont-see-covered |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#the-daily-plan |
| one language for the interview | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#pick-one-language-for-the-interview |
| C | https://github.com/jwasham/practice-c |
| C++ | https://github.com/jwasham/practice-cpp |
| Python | https://github.com/jwasham/practice-python |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#prerequisite-knowledge |
| C Programming Language, Vol 2 | https://www.amazon.com/Programming-Language-Brian-W-Kernighan/dp/0131103628 |
| answers to questions | https://github.com/lekkas/c-algorithms |
| How does CPU execute program (video) | https://www.youtube.com/watch?v=42KTvGYQYnA |
| Machine Code Instructions (video) | https://www.youtube.com/watch?v=Mv2XQgpbTNE |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#algorithmic-complexity--big-o--asymptotic-analysis |
| Harvard CS50 - Asymptotic Notation (video) | https://www.youtube.com/watch?v=iOq5kSKqeR4 |
| Big O Notations (general quick tutorial) (video) | https://www.youtube.com/watch?v=V6mKVRU1evU |
| Big O Notation (and Omega and Theta) - best mathematical explanation (video) | https://www.youtube.com/watch?v=ei-A_wy5Yxw&index=2&list=PL1BaGV1cIH4UhkL8a9bJGG356covJ76qN |
| video | https://www.youtube.com/watch?v=gSyDMtdPNpU&index=2&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| slides | http://www3.cs.stonybrook.edu/~algorith/video-lectures/2007/lecture2.pdf |
| A Gentle Introduction to Algorithm Complexity Analysis | http://discrete.gr/complexity/ |
| Orders of Growth (video) | https://class.coursera.org/algorithmicthink1-004/lecture/59 |
| Asymptotics (video) | https://class.coursera.org/algorithmicthink1-004/lecture/61 |
| UC Berkeley Big O (video) | https://youtu.be/VIS4YDpuP98 |
| UC Berkeley Big Omega (video) | https://youtu.be/ca3e7UVmeUc |
| Amortized Analysis (video) | https://www.youtube.com/watch?v=B3SpQZaAZP4&index=10&list=PL1BaGV1cIH4UhkL8a9bJGG356covJ76qN |
| Illustrating "Big O" (video) | https://class.coursera.org/algorithmicthink1-004/lecture/63 |
| Computational Complexity: Section 1 | https://www.topcoder.com/community/data-science/data-science-tutorials/computational-complexity-section-1/ |
| Computational Complexity: Section 2 | https://www.topcoder.com/community/data-science/data-science-tutorials/computational-complexity-section-2/ |
| Cheat sheet | http://bigocheatsheet.com/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#data-structures |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#arrays |
| Arrays (video) | https://www.coursera.org/learn/data-structures/lecture/OsBSF/arrays |
| UCBerkley CS61B - Linear and Multi-Dim Arrays (video) | https://youtu.be/Wp8oiO_CZZE?t=15m32s |
| Basic Arrays (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Basic-arrays/149042/177104-4.html |
| Multi-dim (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Multidimensional-arrays/149042/177105-4.html |
| Dynamic Arrays (video) | https://www.coursera.org/learn/data-structures/lecture/EwbnV/dynamic-arrays |
| Jagged Arrays (video) | https://www.youtube.com/watch?v=1jtrQqYpt7g |
| Jagged Arrays (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Jagged-arrays/149042/177106-4.html |
| Resizing arrays (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Resizable-arrays/149042/177108-4.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#linked-lists |
| Singly Linked Lists (video) | https://www.coursera.org/learn/data-structures/lecture/kHhgK/singly-linked-lists |
| CS 61B - Linked Lists (video) | https://www.youtube.com/watch?v=sJtJOtXCW_M&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&index=5 |
| C Code (video) | https://www.youtube.com/watch?v=QN6FPiD0Gzo |
| Core Linked Lists Vs Arrays (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/rjBs9/core-linked-lists-vs-arrays |
| In The Real World Linked Lists Vs Arrays (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/QUaUd/in-the-real-world-lists-vs-arrays |
| why you should avoid linked lists (video) | https://www.youtube.com/watch?v=YQs6IC-vgmo |
| Pointers to Pointers | https://www.eskimo.com/~scs/cclass/int/sx8.html |
| Description (video) | https://www.coursera.org/learn/data-structures/lecture/jpGKD/doubly-linked-lists |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#stack |
| Stacks (video) | https://www.coursera.org/learn/data-structures/lecture/UdKzQ/stacks |
| Using Stacks Last-In First-Out (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Using-stacks-last-first-out/149042/177120-4.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#queue |
| Using Queues First-In First-Out(video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Using-queues-first-first-out/149042/177122-4.html |
| Queue (video) | https://www.coursera.org/learn/data-structures/lecture/EShpq/queue |
| Circular buffer/FIFO | https://en.wikipedia.org/wiki/Circular_buffer |
| Priority Queues (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Priority-queues-deques/149042/177123-4.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#hash-table |
| Hashing with Chaining (video) | https://www.youtube.com/watch?v=0M_kIqhwbFo&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=8 |
| Table Doubling, Karp-Rabin (video) | https://www.youtube.com/watch?v=BRO7mVIFt08&index=9&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| Open Addressing, Cryptographic Hashing (video) | https://www.youtube.com/watch?v=rvdJDijO2Ro&index=10&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| PyCon 2010: The Mighty Dictionary (video) | https://www.youtube.com/watch?v=C4Kc8xzcA68 |
| (Advanced) Randomization: Universal & Perfect Hashing (video) | https://www.youtube.com/watch?v=z0lJ2k0sl1g&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=11 |
| (Advanced) Perfect hashing (video) | https://www.youtube.com/watch?v=N0COwN14gt0&list=PL2B4EEwhKD-NbwZ4ezj7gyc_3yNrojKM9&index=4 |
| Understanding Hash Functions (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Understanding-hash-functions/149042/177126-4.html |
| Using Hash Tables (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Using-hash-tables/149042/177127-4.html |
| Supporting Hashing (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Supporting-hashing/149042/177128-4.html |
| Language Support Hash Tables (video) | https://www.lynda.com/Developer-Programming-Foundations-tutorials/Language-support-hash-tables/149042/177129-4.html |
| Core Hash Tables (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/m7UuP/core-hash-tables |
| Data Structures (video) | https://www.coursera.org/learn/data-structures/home/week/3 |
| Phone Book Problem (video) | https://www.coursera.org/learn/data-structures/lecture/NYZZP/phone-book-problem |
| Instant Uploads And Storage Optimization In Dropbox (video) | https://www.coursera.org/learn/data-structures/lecture/DvaIb/instant-uploads-and-storage-optimization-in-dropbox |
| Distributed Hash Tables (video) | https://www.coursera.org/learn/data-structures/lecture/tvH8H/distributed-hash-tables |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#more-knowledge |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#binary-search |
| Binary Search (video) | https://www.youtube.com/watch?v=D5SrAga1pno |
| Binary Search (video) | https://www.khanacademy.org/computing/computer-science/algorithms/binary-search/a/binary-search |
| detail | https://www.topcoder.com/community/data-science/data-science-tutorials/binary-search/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#bitwise-operations |
| Bits cheat sheet | https://github.com/jwasham/coding-interview-university/blob/master/extras/cheat%20sheets/bits-cheat-cheet.pdf |
| words | https://en.wikipedia.org/wiki/Word_(computer_architecture) |
| Bit Manipulation (video) | https://www.youtube.com/watch?v=7jkIUgLC29I |
| C Programming Tutorial 2-10: Bitwise Operators (video) | https://www.youtube.com/watch?v=d0AwjSpNXR0 |
| Bit Manipulation | https://en.wikipedia.org/wiki/Bit_manipulation |
| Bitwise Operation | https://en.wikipedia.org/wiki/Bitwise_operation |
| Bithacks | https://graphics.stanford.edu/~seander/bithacks.html |
| The Bit Twiddler | http://bits.stephan-brumme.com/ |
| The Bit Twiddler Interactive | http://bits.stephan-brumme.com/interactive.html |
| Binary: Plusses & Minuses (Why We Use Two's Complement) (video) | https://www.youtube.com/watch?v=lKTsv6iVxV4 |
| 1s Complement | https://en.wikipedia.org/wiki/Ones%27_complement |
| 2s Complement | https://en.wikipedia.org/wiki/Two%27s_complement |
| 4 ways to count bits in a byte (video) | https://youtu.be/Hzuzo9NJrlc |
| Count Bits | https://graphics.stanford.edu/~seander/bithacks.html#CountBitsSetKernighan |
| How To Count The Number Of Set Bits In a 32 Bit Integer | http://stackoverflow.com/questions/109023/how-to-count-the-number-of-set-bits-in-a-32-bit-integer |
| Round Up To Next Power Of Two | http://bits.stephan-brumme.com/roundUpToNextPowerOfTwo.html |
| Swap | http://bits.stephan-brumme.com/swap.html |
| Absolute Integer | http://bits.stephan-brumme.com/absInteger.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#trees |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#trees---notes--background |
| Series: Core Trees (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/ovovP/core-trees |
| Series: Trees (video) | https://www.coursera.org/learn/data-structures/lecture/95qda/trees |
| MIT (video) | https://www.youtube.com/watch?v=s-CYnVz-uh4&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=13 |
| MIT (video) | https://www.youtube.com/watch?v=AfSk24UTFS8&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=14 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#binary-search-trees-bsts |
| Binary Search Tree Review (video) | https://www.youtube.com/watch?v=x6At0nzX92o&index=1&list=PLA5Lqm4uh9Bbq-E0ZnqTIa8LRaL77ica6 |
| Series (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/p82sw/core-introduction-to-binary-search-trees |
| Introduction (video) | https://www.coursera.org/learn/data-structures/lecture/E7cXP/introduction |
| MIT (video) | https://www.youtube.com/watch?v=9Jry5-82I68 |
| Binary search tree - Implementation in C/C++ (video) | https://www.youtube.com/watch?v=COZK7NATh4k&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P&index=28 |
| BST implementation - memory allocation in stack and heap (video) | https://www.youtube.com/watch?v=hWokyBoo0aI&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P&index=29 |
| Find min and max element in a binary search tree (video) | https://www.youtube.com/watch?v=Ut90klNN264&index=30&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P |
| Find height of a binary tree (video) | https://www.youtube.com/watch?v=_pnqMz5nrRs&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P&index=31 |
| Binary tree traversal - breadth-first and depth-first strategies (video) | https://www.youtube.com/watch?v=9RHO6jU--GU&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P&index=32 |
| Binary tree: Level Order Traversal (video) | https://www.youtube.com/watch?v=86g8jAQug04&index=33&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P |
| Binary tree traversal: Preorder, Inorder, Postorder (video) | https://www.youtube.com/watch?v=gm8DUJJhmY4&index=34&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P |
| Check if a binary tree is binary search tree or not (video) | https://www.youtube.com/watch?v=yEwSGhSsT0U&index=35&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P |
| Delete a node from Binary Search Tree (video) | https://www.youtube.com/watch?v=gcULXE7ViZw&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P&index=36 |
| Inorder Successor in a binary search tree (video) | https://www.youtube.com/watch?v=5cPbNCrdotA&index=37&list=PL2_aWCzGMAwI3W_JlcBbtYTwiQSsOTa6P |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#heap--priority-queue--binary-heap |
| Heap | https://en.wikipedia.org/wiki/Heap_(data_structure) |
| Introduction (video) | https://www.coursera.org/learn/data-structures/lecture/2OpTs/introduction |
| Naive Implementations (video) | https://www.coursera.org/learn/data-structures/lecture/z3l9N/naive-implementations |
| Binary Trees (video) | https://www.coursera.org/learn/data-structures/lecture/GRV2q/binary-trees |
| Tree Height Remark (video) | https://www.coursera.org/learn/data-structures/supplement/S5xxz/tree-height-remark |
| Basic Operations (video) | https://www.coursera.org/learn/data-structures/lecture/0g1dl/basic-operations |
| Complete Binary Trees (video) | https://www.coursera.org/learn/data-structures/lecture/gl5Ni/complete-binary-trees |
| Pseudocode (video) | https://www.coursera.org/learn/data-structures/lecture/HxQo9/pseudocode |
| Heap Sort - jumps to start (video) | https://youtu.be/odNJmw5TOEE?list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&t=3291 |
| Heap Sort (video) | https://www.coursera.org/learn/data-structures/lecture/hSzMO/heap-sort |
| Building a heap (video) | https://www.coursera.org/learn/data-structures/lecture/dwrOS/building-a-heap |
| MIT: Heaps and Heap Sort (video) | https://www.youtube.com/watch?v=B7hVxCmfPtM&index=4&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| CS 61B Lecture 24: Priority Queues (video) | https://www.youtube.com/watch?v=yIUFT6AKBGE&index=24&list=PL4BBB74C7D2A1049C |
| Linear Time BuildHeap (max-heap) | https://www.youtube.com/watch?v=MiyLo8adrWw |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#sorting |
| Sorting Algorithm Stability | https://en.wikipedia.org/wiki/Sorting_algorithm#Stability |
| Stability In Sorting Algorithms | http://stackoverflow.com/questions/1517793/stability-in-sorting-algorithms |
| Stability In Sorting Algorithms | http://www.geeksforgeeks.org/stability-in-sorting-algorithms/ |
| Sorting Algorithms - Stability | http://homepages.math.uic.edu/~leon/cs-mcs401-s08/handouts/stability.pdf |
| Merge Sort For Linked List | http://www.geeksforgeeks.org/merge-sort-for-linked-list/ |
| Sedgewick - Mergesort (5 videos) | https://www.youtube.com/watch?v=4nKwesx_c8E&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9 |
| 1. Mergesort | https://www.youtube.com/watch?v=4nKwesx_c8E&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9&index=1 |
| 2. Bottom up Mergesort | https://www.youtube.com/watch?v=HGOIGUYjeyk&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9&index=2 |
| 3. Sorting Complexity | https://www.youtube.com/watch?v=WvU_mIWo0Ac&index=3&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9 |
| 4. Comparators | https://www.youtube.com/watch?v=7MvC1kmBza0&index=4&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9 |
| 5. Stability | https://www.youtube.com/watch?v=XD_5iINB5GI&index=5&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9 |
| Sedgewick - Quicksort (4 videos) | https://www.youtube.com/playlist?list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| 1. Quicksort | https://www.youtube.com/watch?v=5M5A7qPWk84&index=1&list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| 2. Selection | https://www.youtube.com/watch?v=CgVYfSyct_M&index=2&list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| 3. Duplicate Keys | https://www.youtube.com/watch?v=WBFzOYJ5ybM&index=3&list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| 4. System Sorts | https://www.youtube.com/watch?v=rejpZ2htBjE&index=4&list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| CS 61B Lecture 29: Sorting I (video) | https://www.youtube.com/watch?v=EiUvYS2DT6I&list=PL4BBB74C7D2A1049C&index=29 |
| CS 61B Lecture 30: Sorting II (video) | https://www.youtube.com/watch?v=2hTY3t80Qsk&list=PL4BBB74C7D2A1049C&index=30 |
| CS 61B Lecture 32: Sorting III (video) | https://www.youtube.com/watch?v=Y6LOLpxg6Dc&index=32&list=PL4BBB74C7D2A1049C |
| CS 61B Lecture 33: Sorting V (video) | https://www.youtube.com/watch?v=qNMQ4ly43p4&index=33&list=PL4BBB74C7D2A1049C |
| Bubble Sort (video) | https://www.youtube.com/watch?v=P00xJgWzz2c&index=1&list=PL89B61F78B552C1AB |
| Analyzing Bubble Sort (video) | https://www.youtube.com/watch?v=ni_zk257Nqo&index=7&list=PL89B61F78B552C1AB |
| Insertion Sort, Merge Sort (video) | https://www.youtube.com/watch?v=Kg4bqzAqRBM&index=3&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| Insertion Sort (video) | https://www.youtube.com/watch?v=c4BRHC7kTaQ&index=2&list=PL89B61F78B552C1AB |
| Merge Sort (video) | https://www.youtube.com/watch?v=GCae1WNvnZM&index=3&list=PL89B61F78B552C1AB |
| Quicksort (video) | https://www.youtube.com/watch?v=y_G9BkAm6B8&index=4&list=PL89B61F78B552C1AB |
| Selection Sort (video) | https://www.youtube.com/watch?v=6nDMgr0-Yyo&index=8&list=PL89B61F78B552C1AB |
| Using output array (C) | http://www.cs.yale.edu/homes/aspnes/classes/223/examples/sorting/mergesort.c |
| Using output array (Python) | https://github.com/jwasham/practice-python/blob/master/merge_sort/merge_sort.py |
| In-place (C++) | https://github.com/jwasham/practice-cpp/blob/master/merge_sort/merge_sort.cc |
| Implementation (C) | http://www.cs.yale.edu/homes/aspnes/classes/223/examples/randomization/quick.c |
| Implementation (C) | https://github.com/jwasham/practice-c/blob/master/quick_sort/quick_sort.c |
| Implementation (Python) | https://github.com/jwasham/practice-python/blob/master/quick_sort/quick_sort.py |
| Sedgewick - Radix Sorts (6 videos) | https://www.youtube.com/playlist?list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53 |
| 1. Strings in Java | https://www.youtube.com/watch?v=zRzU-FWsjNU&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53&index=6 |
| 2. Key Indexed Counting | https://www.youtube.com/watch?v=CtgKYmXs62w&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53&index=5 |
| 3. Least Significant Digit First String Radix Sort | https://www.youtube.com/watch?v=2pGVq_BwPKs&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53&index=4 |
| 4. Most Significant Digit First String Radix Sort | https://www.youtube.com/watch?v=M3cYNY90R6c&index=3&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53 |
| 5. 3 Way Radix Quicksort | https://www.youtube.com/watch?v=YVl58kfE6i8&index=2&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53 |
| 6. Suffix Arrays | https://www.youtube.com/watch?v=HKPrVm5FWvg&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53&index=1 |
| Radix Sort | http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#radixSort |
| Radix Sort (video) | https://www.youtube.com/watch?v=xhr26ia4k38 |
| Radix Sort, Counting Sort (linear time given constraints) (video) | https://www.youtube.com/watch?v=Nz1KZXbghj8&index=7&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| Randomization: Matrix Multiply, Quicksort, Freivalds' algorithm (video) | https://www.youtube.com/watch?v=cNB2lADK3_s&index=8&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp |
| Sorting in Linear Time (video) | https://www.youtube.com/watch?v=pOKy3RZbSws&list=PLUl4u3cNGP61hsJNdULdudlRL493b-XZf&index=14 |
| 15 sorting algorithms | https://www.youtube.com/watch?v=kPRA0W1kECg |
| Additional Detail on Some Subjects | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#additional-detail-on-some-subjects |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#graphs |
| CSE373 2012 - Lecture 11 - Graph Data Structures (video) | https://www.youtube.com/watch?v=OiXxhDrFruw&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=11 |
| CSE373 2012 - Lecture 12 - Breadth-First Search (video) | https://www.youtube.com/watch?v=g5vF8jscteo&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=12 |
| CSE373 2012 - Lecture 13 - Graph Algorithms (video) | https://www.youtube.com/watch?v=S23W6eTcqdY&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=13 |
| CSE373 2012 - Lecture 14 - Graph Algorithms (con't) (video) | https://www.youtube.com/watch?v=WitPBKGV0HY&index=14&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| CSE373 2012 - Lecture 15 - Graph Algorithms (con't 2) (video) | https://www.youtube.com/watch?v=ia1L30l7OIg&index=15&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| CSE373 2012 - Lecture 16 - Graph Algorithms (con't 3) (video) | https://www.youtube.com/watch?v=jgDOQq6iWy8&index=16&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| 6.006 Single-Source Shortest Paths Problem (video) | https://www.youtube.com/watch?v=Aa2sqUhIn-E&index=15&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| 6.006 Dijkstra (video) | https://www.youtube.com/watch?v=2E7MmKv0Y24&index=16&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb |
| 6.006 Bellman-Ford (video) | https://www.youtube.com/watch?v=ozsuci5pIso&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=17 |
| 6.006 Speeding Up Dijkstra (video) | https://www.youtube.com/watch?v=CHvQ3q_gJ7E&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=18 |
| Aduni: Graph Algorithms I - Topological Sorting, Minimum Spanning Trees, Prim's Algorithm - Lecture 6 (video) | https://www.youtube.com/watch?v=i_AQT_XfvD8&index=6&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm |
| Aduni: Graph Algorithms II - DFS, BFS, Kruskal's Algorithm, Union Find Data Structure - Lecture 7 (video) | https://www.youtube.com/watch?v=ufj5_bppBsA&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=7 |
| Aduni: Graph Algorithms III: Shortest Path - Lecture 8 (video) | https://www.youtube.com/watch?v=DiedsPsMKXc&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=8 |
| Aduni: Graph Alg. IV: Intro to geometric algorithms - Lecture 9 (video) | https://www.youtube.com/watch?v=XIAQRlNkJAw&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=9 |
| CS 61B 2014 (starting at 58:09) (video) | https://youtu.be/dgjX4HdMI-Q?list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&t=3489 |
| CS 61B 2014: Weighted graphs (video) | https://www.youtube.com/watch?v=aJjlQCFwylA&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&index=19 |
| Greedy Algorithms: Minimum Spanning Tree (video) | https://www.youtube.com/watch?v=tKwnms5iRBU&index=16&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp |
| Strongly Connected Components Kosaraju's Algorithm Graph Algorithm (video) | https://www.youtube.com/watch?v=RpgcYiky7uw |
| Algorithms on Graphs (video) | https://www.coursera.org/learn/algorithms-on-graphs/home/welcome |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#even-more-knowledge |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#recursion |
| Lecture 8 | Programming Abstractions (video) | https://www.youtube.com/watch?v=gl3emqCuueQ&list=PLFE6E58F856038C69&index=8 |
| Lecture 9 | Programming Abstractions (video) | https://www.youtube.com/watch?v=uFJhEPrbycQ&list=PLFE6E58F856038C69&index=9 |
| Lecture 10 | Programming Abstractions (video) | https://www.youtube.com/watch?v=NdF1QDTRkck&index=10&list=PLFE6E58F856038C69 |
| Lecture 11 | Programming Abstractions (video) | https://www.youtube.com/watch?v=p-gpaIGRCQI&list=PLFE6E58F856038C69&index=11 |
| What Is Tail Recursion Why Is It So Bad? | https://www.quora.com/What-is-tail-recursion-Why-is-it-so-bad |
| Tail Recursion (video) | https://www.youtube.com/watch?v=L1jjXGfxozc |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#dynamic-programming |
| Skiena: CSE373 2012 - Lecture 19 - Introduction to Dynamic Programming (video) | https://youtu.be/Qc2ieXRgR0k?list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&t=1718 |
| Skiena: CSE373 2012 - Lecture 20 - Edit Distance (video) | https://youtu.be/IsmMhMdyeGY?list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&t=2749 |
| Skiena: CSE373 2012 - Lecture 21 - Dynamic Programming Examples (video) | https://youtu.be/o0V9eYF4UI8?list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&t=406 |
| Skiena: CSE373 2012 - Lecture 22 - Applications of Dynamic Programming (video) | https://www.youtube.com/watch?v=dRbMC1Ltl3A&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=22 |
| Simonson: Dynamic Programming 0 (starts at 59:18) (video) | https://youtu.be/J5aJEcOr6Eo?list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&t=3558 |
| Simonson: Dynamic Programming I - Lecture 11 (video) | https://www.youtube.com/watch?v=0EzHjQ_SOeU&index=11&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm |
| Simonson: Dynamic programming II - Lecture 12 (video) | https://www.youtube.com/watch?v=v1qiRwuJU7g&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=12 |
| Dynamic Programming (video) | https://www.youtube.com/playlist?list=PLrmLmBdmIlpsHaNTPP_jHHDx_os9ItYXr |
| Dynamic Programming | http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#dynamicProgramming |
| The RNA secondary structure problem (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/80RrW/the-rna-secondary-structure-problem |
| A dynamic programming algorithm (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/PSonq/a-dynamic-programming-algorithm |
| Illustrating the DP algorithm (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/oUEK2/illustrating-the-dp-algorithm |
| Running time of the DP algorithm (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/nfK2r/running-time-of-the-dp-algorithm |
| DP vs. recursive implementation (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/M999a/dp-vs-recursive-implementation |
| Global pairwise sequence alignment (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/UZ7o6/global-pairwise-sequence-alignment |
| Local pairwise sequence alignment (video) | https://www.coursera.org/learn/algorithmic-thinking-2/lecture/WnNau/local-pairwise-sequence-alignment |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#object-oriented-programming |
| Optional: UML 2.0 Series (video) | https://www.youtube.com/watch?v=OkC7HKtiZC0&list=PLGLfVvz_LVvQ5G-LdJ8RLqe-ndo7QITYc |
| OOSE: Software Dev Using UML and Java | https://www.youtube.com/playlist?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO |
| Bob Martin SOLID Principles of Object Oriented and Agile Design (video) | https://www.youtube.com/watch?v=TMuno5RZNeE |
| SOLID Principles (video) | https://www.youtube.com/playlist?list=PL4CE9F710017EA77A |
| Single Responsibility Principle | http://www.oodesign.com/single-responsibility-principle.html |
| Single responsibility to each Object | http://www.javacodegeeks.com/2011/11/solid-single-responsibility-principle.html |
| more flavor | https://docs.google.com/open?id=0ByOwmqah_nuGNHEtcU5OekdDMkk |
| Open/Closed Principal | http://www.oodesign.com/open-close-principle.html |
| On production level Objects are ready for extension but not for modification | https://en.wikipedia.org/wiki/Open/closed_principle |
| more flavor | http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgN2M5MTkwM2EtNWFkZC00ZTI3LWFjZTUtNTFhZGZiYmUzODc1&hl=en |
| Liskov Substitution Principal | http://www.oodesign.com/liskov-s-substitution-principle.html |
| Base Class and Derived class follow ‘IS A’ principal | http://stackoverflow.com/questions/56860/what-is-the-liskov-substitution-principle |
| more flavor | http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgNzAzZjA5ZmItNjU3NS00MzQ5LTkwYjMtMDJhNDU5ZTM0MTlh&hl=en |
| Interface segregation principle | http://www.oodesign.com/interface-segregation-principle.html |
| Interface Segregation Principle in 5 minutes (video) | https://www.youtube.com/watch?v=3CtAfl7aXAQ |
| more flavor | http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgOTViYjJhYzMtMzYxMC00MzFjLWJjMzYtOGJiMDc5N2JkYmJi&hl=en |
| Dependency Inversion principle | http://www.oodesign.com/dependency-inversion-principle.html |
| Why Is The Dependency Inversion Principle And Why Is It Important | http://stackoverflow.com/questions/62539/what-is-the-dependency-inversion-principle-and-why-is-it-important |
| more flavor | http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgMjdlMWIzNGUtZTQ0NC00ZjQ5LTkwYzQtZjRhMDRlNTQ3ZGMz&hl=en |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#design-patterns |
| Quick UML review (video) | https://www.youtube.com/watch?v=3cmzqZzwNDM&list=PLGLfVvz_LVvQ5G-LdJ8RLqe-ndo7QITYc&index=3 |
| Chapter 6 (Part 1) - Patterns (video) | https://youtu.be/LAP2A80Ajrg?list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO&t=3344 |
| Chapter 6 (Part 2) - Abstraction-Occurrence, General Hierarchy, Player-Role, Singleton, Observer, Delegation (video) | https://www.youtube.com/watch?v=U8-PGsjvZc4&index=12&list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO |
| Chapter 6 (Part 3) - Adapter, Facade, Immutable, Read-Only Interface, Proxy (video) | https://www.youtube.com/watch?v=7sduBHuex4c&index=13&list=PLJ9pm_Rc9HesnkwKlal_buSIHA-jTZMpO |
| Series of videos (27 videos) | https://www.youtube.com/playlist?list=PLF206E906175C7E07 |
| Head First Design Patterns | https://www.amazon.com/Head-First-Design-Patterns-Freeman/dp/0596007124 |
| Handy reference: 101 Design Patterns & Tips for Developers | https://sourcemaking.com/design-patterns-and-tips |
| Design patterns for humans | https://github.com/kamranahmedse/design-patterns-for-humans#structural-design-patterns |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#combinatorics-n-choose-k--probability |
| Math Skills: How to find Factorial, Permutation and Combination (Choose) (video) | https://www.youtube.com/watch?v=8RRo6Ti9d0U |
| Make School: Probability (video) | https://www.youtube.com/watch?v=sZkAAk9Wwa4 |
| Make School: More Probability and Markov Chains (video) | https://www.youtube.com/watch?v=dNaJg-mLobQ |
| Basic Theoretical Probability | https://www.khanacademy.org/math/probability/probability-and-combinatorics-topic |
| Probability Explained (video) | https://www.youtube.com/watch?v=uzkc-qNVoOk&list=PLC58778F28211FA19 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#np-np-complete-and-approximation-algorithms |
| Computational Complexity (video) | https://www.youtube.com/watch?v=moPtwq_cVH8&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=23 |
| Greedy Algs. II & Intro to NP Completeness (video) | https://youtu.be/qcGnJ47Smlo?list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&t=2939 |
| NP Completeness II & Reductions (video) | https://www.youtube.com/watch?v=e0tGC6ZQdQE&index=16&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm |
| NP Completeness III (Video) | https://www.youtube.com/watch?v=fCX1BGT3wjE&index=17&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm |
| NP Completeness IV (video) | https://www.youtube.com/watch?v=NKLDp3Rch3M&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=18 |
| CSE373 2012 - Lecture 23 - Introduction to NP-Completeness (video) | https://youtu.be/KiK5TVgXbFg?list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&t=1508 |
| CSE373 2012 - Lecture 24 - NP-Completeness Proofs (video) | https://www.youtube.com/watch?v=27Al52X3hd4&index=24&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| CSE373 2012 - Lecture 25 - NP-Completeness Challenge (video) | https://www.youtube.com/watch?v=xCPH4gwIIXM&index=25&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b |
| Complexity: P, NP, NP-completeness, Reductions (video) | https://www.youtube.com/watch?v=eHZifpgyH_4&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=22 |
| Complexity: Approximation Algorithms (video) | https://www.youtube.com/watch?v=MEz1J9wY2iM&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=24 |
| Complexity: Fixed-Parameter Algorithms (video) | https://www.youtube.com/watch?v=4q-jmGrmxKs&index=25&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp |
| Jupyter Notebook | http://nbviewer.jupyter.org/url/norvig.com/ipython/TSP.ipynb |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#caches |
| The Magic of LRU Cache (100 Days of Google Dev) (video) | https://www.youtube.com/watch?v=R5ON3iwx78M |
| Implementing LRU (video) | https://www.youtube.com/watch?v=bq6N7Ym81iI |
| LeetCode - 146 LRU Cache (C++) (video) | https://www.youtube.com/watch?v=8-FZRAjR7qU |
| MIT 6.004 L15: The Memory Hierarchy (video) | https://www.youtube.com/watch?v=vjYF_fAZI5E&list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-&index=24 |
| MIT 6.004 L16: Cache Issues (video) | https://www.youtube.com/watch?v=ajgC3-pyGlk&index=25&list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82- |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#processes-and-threads |
| Operating Systems and System Programming (video) | https://www.youtube.com/playlist?list=PL-XXv-cvA_iBDyz-ba4yDskqMDY6A1w_c |
| What Is The Difference Between A Process And A Thread? | https://www.quora.com/What-is-the-difference-between-a-process-and-a-thread |
| Paging, segmentation and virtual memory (video) | https://www.youtube.com/watch?v=LKe7xK0bF7o&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8&index=2 |
| Interrupts (video) | https://www.youtube.com/watch?v=uFKi2-J-6II&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8&index=3 |
| Scheduling (video) | https://www.youtube.com/watch?v=-Gu5mYdKbu4&index=4&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8 |
| threads in C++ (series - 10 videos) | https://www.youtube.com/playlist?list=PL5jc9xFGsL8E12so1wlMS0r0hTQoJL74M |
| Short series on threads | https://www.youtube.com/playlist?list=PL1H1sBF1VAKVMONJWJkmUh6_p8g4F2oy1 |
| Python Threads | https://www.youtube.com/watch?v=Bs7vPNbB9JM |
| Understanding the Python GIL (2010) | https://www.youtube.com/watch?v=Obt-vMVdM8s |
| reference | http://www.dabeaz.com/GIL |
| David Beazley - Python Concurrency From the Ground Up: LIVE! - PyCon 2015 | https://www.youtube.com/watch?v=MCs5OvhV9S4 |
| Keynote David Beazley - Topics of Interest (Python Asyncio) | https://www.youtube.com/watch?v=ZzfHjytDceU |
| Mutex in Python | https://www.youtube.com/watch?v=0zaPs8OtyKY |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#papers |
| Love classic papers? | https://www.cs.cmu.edu/~crary/819-f09/ |
| 1978: Communicating Sequential Processes | http://spinroot.com/courses/summer/Papers/hoare_1978.pdf |
| implemented in Go | https://godoc.org/github.com/thomas11/csp |
| 2003: The Google File System | http://static.googleusercontent.com/media/research.google.com/en//archive/gfs-sosp2003.pdf |
| 2004: MapReduce: Simplified Data Processing on Large Clusters | http://static.googleusercontent.com/media/research.google.com/en//archive/mapreduce-osdi04.pdf |
| 2006: Bigtable: A Distributed Storage System for Structured Data | https://static.googleusercontent.com/media/research.google.com/en//archive/bigtable-osdi06.pdf |
| An Inside Look at Google BigQuery | https://cloud.google.com/files/BigQueryTechnicalWP.pdf |
| 2006: The Chubby Lock Service for Loosely-Coupled Distributed Systems | https://research.google.com/archive/chubby-osdi06.pdf |
| 2007: Dynamo: Amazon’s Highly Available Key-value Store | https://www.akkadia.org/drepper/cpumemory.pdf |
| 2007: What Every Programmer Should Know About Memory (very long, and the author encourages skipping of some sections) | https://www.akkadia.org/drepper/cpumemory.pdf |
| 2010: Dapper, a Large-Scale Distributed Systems Tracing Infrastructure | https://research.google.com/pubs/archive/36356.pdf |
| 2010: Dremel: Interactive Analysis of Web-Scale Datasets | https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/36632.pdf |
| 2012: Google's Colossus | https://www.wired.com/2012/07/google-colossus/ |
| paper | http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/37752.pdf |
| video | https://www.usenix.org/conference/atc12/technical-sessions/presentation/serebryany |
| paper | http://static.googleusercontent.com/media/research.google.com/en//archive/spanner-osdi2012.pdf |
| video | https://www.usenix.org/node/170855 |
| 2014: Machine Learning: The High-Interest Credit Card of Technical Debt | http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/43146.pdf |
| 2015: Continuous Pipelines at Google | http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/43790.pdf |
| 2015: High-Availability at Massive Scale: Building Google’s Data Infrastructure for Ads | https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/44686.pdf |
| 2015: TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems | http://download.tensorflow.org/paper/whitepaper2015.pdf |
| 2015: How Developers Search for Code: A Case Study | http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/43835.pdf |
| 2016: Borg, Omega, and Kubernetes | http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/44843.pdf |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#testing |
| Agile Software Testing with James Bach (video) | https://www.youtube.com/watch?v=SAhJf36_u5U |
| Open Lecture by James Bach on Software Testing (video) | https://www.youtube.com/watch?v=ILkT_HV9DVU |
| Steve Freeman - Test-Driven Development (that’s not what we meant) (video) | https://vimeo.com/83960706 |
| slides | http://gotocon.com/dl/goto-berlin-2013/slides/SteveFreeman_TestDrivenDevelopmentThatsNotWhatWeMeant.pdf |
| TDD is dead. Long live testing. | http://david.heinemeierhansson.com/2014/tdd-is-dead-long-live-testing.html |
| Is TDD dead? (video) | https://www.youtube.com/watch?v=z9quxZsLcfo |
| Video series (152 videos) - not all are needed (video) | https://www.youtube.com/watch?v=nzJapzxH_rE&list=PLAwxTw4SYaPkWVHeC_8aSIbSxE_NXI76g |
| Test-Driven Web Development with Python | http://www.obeythetestinggoat.com/pages/book.html#toc |
| video | https://www.youtube.com/watch?v=IKD2-MAkXyQ |
| Tao Of Testing | http://jasonpolites.github.io/tao-of-testing/ch3-1.1.html |
| How to write tests | http://jasonpolites.github.io/tao-of-testing/ch4-1.1.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#scheduling |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#implement-system-routines |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#string-searching--manipulations |
| Sedgewick - Suffix Arrays (video) | https://www.youtube.com/watch?v=HKPrVm5FWvg |
| Sedgewick - Substring Search (videos) | https://www.youtube.com/watch?v=2LvvVFCEIv8&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66&index=5 |
| 1. Introduction to Substring Search | https://www.youtube.com/watch?v=2LvvVFCEIv8&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66&index=5 |
| 2. Brute-Force Substring Search | https://www.youtube.com/watch?v=CcDXwIGEXYU&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66&index=4 |
| 3. Knuth-Morris Pratt | https://www.youtube.com/watch?v=n-7n-FDEWzc&index=3&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66 |
| 4. Boyer-Moore | https://www.youtube.com/watch?v=fI7Ch6pZXfM&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66&index=2 |
| 5. Rabin-Karp | https://www.youtube.com/watch?v=QzI0p6zDjK4&index=1&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66 |
| Search pattern in text (video) | https://www.coursera.org/learn/data-structures/lecture/tAfHI/search-pattern-in-text |
| Additional Detail on Some Subjects | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#additional-detail-on-some-subjects |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#tries |
| Sedgewick - Tries (3 videos) | https://www.youtube.com/playlist?list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ |
| 1. R Way Tries | https://www.youtube.com/watch?v=buq2bn8x3Vo&index=3&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ |
| 2. Ternary Search Tries | https://www.youtube.com/watch?v=LelV-kkYMIg&index=2&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ |
| 3. Character Based Operations | https://www.youtube.com/watch?v=00YaFPcC65g&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ&index=1 |
| Notes on Data Structures and Programming Techniques | http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#Tries |
| Introduction To Tries (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/08Xyf/core-introduction-to-tries |
| Performance Of Tries (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/PvlZW/core-performance-of-tries |
| Implementing A Trie (video) | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/DFvd3/core-implementing-a-trie |
| The Trie: A Neglected Data Structure | https://www.toptal.com/java/the-trie-a-neglected-data-structure |
| TopCoder - Using Tries | https://www.topcoder.com/community/data-science/data-science-tutorials/using-tries/ |
| Stanford Lecture (real world use case) (video) | https://www.youtube.com/watch?v=TJ8SkcUSdbU |
| MIT, Advanced Data Structures, Strings (can get pretty obscure about halfway through) | https://www.youtube.com/watch?v=NinWEPPrkDQ&index=16&list=PLUl4u3cNGP61hsJNdULdudlRL493b-XZf |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#floating-point-numbers |
| Representation of Floating Point Numbers - 1 (video - there is an error in calculations - see video description) | https://www.youtube.com/watch?v=ji3SfClm8TU |
| IEEE754 32-bit floating point binary (video) | https://www.youtube.com/watch?v=50ZYcZebIec |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#unicode |
| The Absolute Minimum Every Software Developer Absolutely, Positively Must Know About Unicode and Character Sets | http://www.joelonsoftware.com/articles/Unicode.html |
| What Every Programmer Absolutely, Positively Needs To Know About Encodings And Character Sets To Work With Text | http://kunststube.net/encoding/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#endianness |
| Big And Little Endian | https://www.cs.umd.edu/class/sum2003/cmsc311/Notes/Data/endian.html |
| Big Endian Vs Little Endian (video) | https://www.youtube.com/watch?v=JrNF0KRAlyo |
| Big And Little Endian Inside/Out (video) | https://www.youtube.com/watch?v=oBSuXP-1Tc0 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#networking |
| Khan Academy | https://www.khanacademy.org/computing/computer-science/internet-intro |
| UDP and TCP: Comparison of Transport Protocols | https://www.youtube.com/watch?v=Vdc8TCESIg8 |
| TCP/IP and the OSI Model Explained! | https://www.youtube.com/watch?v=e5DEVa9eSN0 |
| Packet Transmission across the Internet. Networking & TCP/IP tutorial. | https://www.youtube.com/watch?v=nomyRJehhnM |
| HTTP | https://www.youtube.com/watch?v=WGJrLqtX7As |
| SSL and HTTPS | https://www.youtube.com/watch?v=S2iBR2ZlZf0 |
| SSL/TLS | https://www.youtube.com/watch?v=Rp3iZUvXWlM |
| HTTP 2.0 | https://www.youtube.com/watch?v=E9FxNzv1Tr8 |
| Video Series (21 videos) | https://www.youtube.com/playlist?list=PLEbnTDJUr_IegfoqO4iPnPYQui46QqT0j |
| Subnetting Demystified - Part 5 CIDR Notation | https://www.youtube.com/watch?v=t5xYI0jzOf4 |
| Java - Sockets - Introduction (video) | https://www.youtube.com/watch?v=6G_W54zuadg&t=6s |
| Socket Programming (video) | https://www.youtube.com/watch?v=G75vN2mnJeQ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#system-design-scalability-data-handling |
| The System Design Primer | https://github.com/donnemartin/system-design-primer |
| System Design from HiredInTech | http://www.hiredintech.com/system-design/ |
| How Do I Prepare To Answer Design Questions In A Technical Inverview? | https://www.quora.com/How-do-I-prepare-to-answer-design-questions-in-a-technical-interview?redirected_qid=1500023 |
| 8 Things You Need to Know Before a System Design Interview | http://blog.gainlo.co/index.php/2015/10/22/8-things-you-need-to-know-before-system-design-interviews/ |
| Algorithm design | http://www.hiredintech.com/algorithm-design/ |
| Database Normalization - 1NF, 2NF, 3NF and 4NF (video) | https://www.youtube.com/watch?v=UrYLYV7WSHM |
| System Design Interview | https://github.com/checkcheckzz/system-design-interview |
| How to ace a systems design interview | http://www.palantir.com/2011/10/how-to-rock-a-systems-design-interview/ |
| Numbers Everyone Should Know | http://everythingisdata.wordpress.com/2009/10/17/numbers-everyone-should-know/ |
| How long does it take to make a context switch? | http://blog.tsunanet.net/2010/11/how-long-does-it-take-to-make-context.html |
| Transactions Across Datacenters (video) | https://www.youtube.com/watch?v=srOgpXECblk |
| A plain English introduction to CAP Theorem | http://ksat.me/a-plain-english-introduction-to-cap-theorem/ |
| short video | https://www.youtube.com/watch?v=s8JqcZtvnsM |
| extended video with use case and multi-paxos | https://www.youtube.com/watch?v=JEpsBg0AO6o |
| paper | http://research.microsoft.com/en-us/um/people/lamport/pubs/paxos-simple.pdf |
| Consistent Hashing | http://www.tom-e-white.com/2007/11/consistent-hashing.html |
| NoSQL Patterns | http://horicky.blogspot.com/2009/11/nosql-patterns.html |
| Great overview (video) | https://www.youtube.com/watch?v=-W9F__D3oY4 |
| Clones | http://www.lecloud.net/post/7295452622/scalability-for-dummies-part-1-clones |
| Database | http://www.lecloud.net/post/7994751381/scalability-for-dummies-part-2-database |
| Cache | http://www.lecloud.net/post/9246290032/scalability-for-dummies-part-3-cache |
| Asynchronism | http://www.lecloud.net/post/9699762917/scalability-for-dummies-part-4-asynchronism |
| Scalable Web Architecture and Distributed Systems | http://www.aosabook.org/en/distsys.html |
| Fallacies of Distributed Computing Explained | https://pages.cs.wisc.edu/~zuyu/files/fallacies.pdf |
| Pragmatic Programming Techniques | http://horicky.blogspot.com/2010/10/scalable-system-design-patterns.html |
| extra: Google Pregel Graph Processing | http://horicky.blogspot.com/2010/07/google-pregel-graph-processing.html |
| Jeff Dean - Building Software Systems At Google and Lessons Learned (video) | https://www.youtube.com/watch?v=modXC5IWTJI |
| Introduction to Architecting Systems for Scale | http://lethain.com/introduction-to-architecting-systems-for-scale/ |
| Scaling mobile games to a global audience using App Engine and Cloud Datastore (video) | https://www.youtube.com/watch?v=9nWyWwY2Onc |
| How Google Does Planet-Scale Engineering for Planet-Scale Infra (video) | https://www.youtube.com/watch?v=H4vMcD7zKM0 |
| The Importance of Algorithms | https://www.topcoder.com/community/data-science/data-science-tutorials/the-importance-of-algorithms/ |
| Sharding | http://highscalability.com/blog/2009/8/6/an-unorthodox-approach-to-database-design-the-coming-of-the.html |
| Scale at Facebook (2009) | https://www.infoq.com/presentations/Scale-at-Facebook |
| Scale at Facebook (2012), "Building for a Billion Users" (video) | https://www.youtube.com/watch?v=oodS71YtkGU |
| Engineering for the Long Game - Astrid Atkinson Keynote(video) | https://www.youtube.com/watch?v=p0jGmgIrf_M&list=PLRXxvay_m8gqVlExPC5DG3TGWJTaBgqSA&index=4 |
| 7 Years Of YouTube Scalability Lessons In 30 Minutes | http://highscalability.com/blog/2012/3/26/7-years-of-youtube-scalability-lessons-in-30-minutes.html |
| video | https://www.youtube.com/watch?v=G-lGCC4KKok |
| How PayPal Scaled To Billions Of Transactions Daily Using Just 8VMs | http://highscalability.com/blog/2016/8/15/how-paypal-scaled-to-billions-of-transactions-daily-using-ju.html |
| How to Remove Duplicates in Large Datasets | https://blog.clevertap.com/how-to-remove-duplicates-in-large-datasets/ |
| A look inside Etsy's scale and engineering culture with Jon Cowie (video) | https://www.youtube.com/watch?v=3vV4YiqKm1o |
| What Led Amazon to its Own Microservices Architecture | http://thenewstack.io/led-amazon-microservices-architecture/ |
| To Compress Or Not To Compress, That Was Uber's Question | https://eng.uber.com/trip-data-squeeze/ |
| Asyncio Tarantool Queue, Get In The Queue | http://highscalability.com/blog/2016/3/3/asyncio-tarantool-queue-get-in-the-queue.html |
| When Should Approximate Query Processing Be Used? | http://highscalability.com/blog/2016/2/25/when-should-approximate-query-processing-be-used.html |
| Google's Transition From Single Datacenter, To Failover, To A Native Multihomed Architecture | http://highscalability.com/blog/2016/2/23/googles-transition-from-single-datacenter-to-failover-to-a-n.html |
| Spanner | http://highscalability.com/blog/2012/9/24/google-spanners-most-surprising-revelation-nosql-is-out-and.html |
| Egnyte Architecture: Lessons Learned In Building And Scaling A Multi Petabyte Distributed System | http://highscalability.com/blog/2016/2/15/egnyte-architecture-lessons-learned-in-building-and-scaling.html |
| Machine Learning Driven Programming: A New Programming For A New World | http://highscalability.com/blog/2016/7/6/machine-learning-driven-programming-a-new-programming-for-a.html |
| The Image Optimization Technology That Serves Millions Of Requests Per Day | http://highscalability.com/blog/2016/6/15/the-image-optimization-technology-that-serves-millions-of-re.html |
| A Patreon Architecture Short | http://highscalability.com/blog/2016/2/1/a-patreon-architecture-short.html |
| Tinder: How Does One Of The Largest Recommendation Engines Decide Who You'll See Next? | http://highscalability.com/blog/2016/1/27/tinder-how-does-one-of-the-largest-recommendation-engines-de.html |
| Design Of A Modern Cache | http://highscalability.com/blog/2016/1/25/design-of-a-modern-cache.html |
| Live Video Streaming At Facebook Scale | http://highscalability.com/blog/2016/1/13/live-video-streaming-at-facebook-scale.html |
| A Beginner's Guide To Scaling To 11 Million+ Users On Amazon's AWS | http://highscalability.com/blog/2016/1/11/a-beginners-guide-to-scaling-to-11-million-users-on-amazons.html |
| How Does The Use Of Docker Effect Latency? | http://highscalability.com/blog/2015/12/16/how-does-the-use-of-docker-effect-latency.html |
| Does AMP Counter An Existential Threat To Google? | http://highscalability.com/blog/2015/12/14/does-amp-counter-an-existential-threat-to-google.html |
| A 360 Degree View Of The Entire Netflix Stack | http://highscalability.com/blog/2015/11/9/a-360-degree-view-of-the-entire-netflix-stack.html |
| Latency Is Everywhere And It Costs You Sales - How To Crush It | http://highscalability.com/latency-everywhere-and-it-costs-you-sales-how-crush-it |
| Serverless (very long, just need the gist) | http://martinfowler.com/articles/serverless.html |
| What Powers Instagram: Hundreds of Instances, Dozens of Technologies | http://instagram-engineering.tumblr.com/post/13649370142/what-powers-instagram-hundreds-of-instances |
| Cinchcast Architecture - Producing 1,500 Hours Of Audio Every Day | http://highscalability.com/blog/2012/7/16/cinchcast-architecture-producing-1500-hours-of-audio-every-d.html |
| Justin.Tv's Live Video Broadcasting Architecture | http://highscalability.com/blog/2010/3/16/justintvs-live-video-broadcasting-architecture.html |
| Playfish's Social Gaming Architecture - 50 Million Monthly Users And Growing | http://highscalability.com/blog/2010/9/21/playfishs-social-gaming-architecture-50-million-monthly-user.html |
| TripAdvisor Architecture - 40M Visitors, 200M Dynamic Page Views, 30TB Data | http://highscalability.com/blog/2011/6/27/tripadvisor-architecture-40m-visitors-200m-dynamic-page-view.html |
| PlentyOfFish Architecture | http://highscalability.com/plentyoffish-architecture |
| Salesforce Architecture - How They Handle 1.3 Billion Transactions A Day | http://highscalability.com/blog/2013/9/23/salesforce-architecture-how-they-handle-13-billion-transacti.html |
| ESPN's Architecture At Scale - Operating At 100,000 Duh Nuh Nuhs Per Second | http://highscalability.com/blog/2013/11/4/espns-architecture-at-scale-operating-at-100000-duh-nuh-nuhs.html |
| O'Reilly MySQL CE 2011: Jeremy Cole, "Big and Small Data at @Twitter" (video) | https://www.youtube.com/watch?v=5cKTP36HVgI |
| Timelines at Scale | https://www.infoq.com/presentations/Twitter-Timeline-Scalability |
| The System Design Primer | https://github.com/donnemartin/system-design-primer |
| System Design from HiredInTech | http://www.hiredintech.com/system-design/ |
| cheat sheet | https://github.com/jwasham/coding-interview-university/blob/master/extras/cheat%20sheets/system-design.pdf |
| Design a CDN network: old article | http://repository.cmu.edu/cgi/viewcontent.cgi?article=2112&context=compsci |
| Design a random unique ID generation system | https://blog.twitter.com/2010/announcing-snowflake |
| Design an online multiplayer card game | http://www.indieflashblog.com/how-to-create-an-asynchronous-multiplayer-game.html |
| Design a key-value database | http://www.slideshare.net/dvirsky/introduction-to-redis |
| Design a picture sharing system | http://highscalability.com/blog/2011/12/6/instagram-architecture-14-million-users-terabytes-of-photos.html |
| Design a recommendation system | http://ijcai13.org/files/tutorial_slides/td3.pdf |
| Design a URL-shortener system: copied from above | http://www.hiredintech.com/system-design/the-system-design-process/ |
| Design a cache system | https://www.adayinthelifeof.nl/2011/02/06/memcache-internals/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#final-review |
| Videos | https://www.youtube.com/watch?v=r4r1DZcx1cM&list=PLmVb1OknmNJuC5POdcDv5oCS7_OUkDgpj&index=22 |
| Videos | https://www.youtube.com/channel/UCzDJwLWoYCUQowF_nG3m5OQ |
| Sedgewick Videos - Algorithms I | https://www.youtube.com/user/algorithmscourses/playlists?shelf_id=2&view=50&sort=dd |
| 01. Union-Find | https://www.youtube.com/watch?v=8mYfZeHtdNc&list=PLe-ggMe31CTexoNYnMhbHaWhQ0dvcy43t |
| 02. Analysis of Algorithms | https://www.youtube.com/watch?v=ZN-nFW0mEpg&list=PLe-ggMe31CTf0_bkOhh7sa5uqeppp3Sr0 |
| 03. Stacks and Queues | https://www.youtube.com/watch?v=TIC1gappbP8&list=PLe-ggMe31CTe-9jhnj3P_3mmrCh0A7iHh |
| 04. Elementary Sorts | https://www.youtube.com/watch?v=CD2AL6VO0ak&list=PLe-ggMe31CTe_5WhGV0F--7CK8MoRUqBd |
| 05. Mergesort | https://www.youtube.com/watch?v=4nKwesx_c8E&list=PLe-ggMe31CTeunC6GZHFBmQx7EKtjbGf9 |
| 06. Quicksort | https://www.youtube.com/watch?v=5M5A7qPWk84&list=PLe-ggMe31CTeE3x2-nF1-toca1QpuXwE1 |
| 07. Priority Queues | https://www.youtube.com/watch?v=G9TMe0KC0w0&list=PLe-ggMe31CTducy9LDiGVkdSv0NfiRwn5 |
| 08. Elementary Symbol Tables | https://www.youtube.com/watch?v=up_nlilw3ac&list=PLe-ggMe31CTc3a8nKRDxFZZrWrBvkc9SG |
| 09. Balanced Search Trees | https://www.youtube.com/watch?v=qC1BLLPK_5w&list=PLe-ggMe31CTf7jHH_mFT50kayjCEA6Rhu |
| 10. Geometric Applications of BST | https://www.youtube.com/watch?v=Wl30aGAp6TY&list=PLe-ggMe31CTdBsRIw0hXln0hilRs-DqAx |
| 11. Hash Tables | https://www.youtube.com/watch?v=QA8fJGO-i9o&list=PLe-ggMe31CTcKxIRGqqThMts2eHtSrf11 |
| Sedgewick Videos - Algorithms II | https://www.youtube.com/user/algorithmscourses/playlists?flow=list&shelf_id=3&view=50 |
| 01. Undirected Graphs | https://www.youtube.com/watch?v=GmVhD-mmMBg&list=PLe-ggMe31CTc0zDzANxl4I2MhMoRVlbRM |
| 02. Directed Graphs | https://www.youtube.com/watch?v=_z-JsVaUS40&list=PLe-ggMe31CTcEwaU8a1P1Gd95A77HV85K |
| 03. Minimum Spanning Trees | https://www.youtube.com/watch?v=t8fNk9tfVYY&list=PLe-ggMe31CTceUZxDesGfHGLE7kcSafqj |
| 04. Shortest Paths | https://www.youtube.com/watch?v=HoGSiB7tSeI&list=PLe-ggMe31CTePpG3jbeOTsnGUGZDKxgZD |
| 05. Maximum Flow | https://www.youtube.com/watch?v=rYIKlFstBqE&list=PLe-ggMe31CTduQ68XQ-sVj32wYJIspTma |
| 06. Radix Sorts | https://www.youtube.com/watch?v=HKPrVm5FWvg&list=PLe-ggMe31CTcNvUX9E3tQeM6ntrdR8e53 |
| 07. Tries | https://www.youtube.com/watch?v=00YaFPcC65g&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ |
| 08. Substring Search | https://www.youtube.com/watch?v=QzI0p6zDjK4&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66 |
| 09. Regular Expressions | https://www.youtube.com/watch?v=TQWNQsJSPnk&list=PLe-ggMe31CTetTlJWouM42fyttyKPgSDh |
| 10. Data Compression | https://www.youtube.com/watch?v=at9tjpxcBh8&list=PLe-ggMe31CTciifRRo6yY0Yt0mzgIXXVZ |
| 11. Reductions | https://www.youtube.com/watch?v=Ow5x-ooMGv8&list=PLe-ggMe31CTe_yliW5vc3yO-dj1LSSDyF |
| 12. Linear Programming | https://www.youtube.com/watch?v=rWhcLyiLZLA&list=PLe-ggMe31CTdy6dKzMgkWFuTTN1H8B-E1 |
| 13. Intractability | https://www.youtube.com/watch?v=6qcaaDp4cdQ&list=PLe-ggMe31CTcZCjluBHw53e_ek2k9Kn-S |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#coding-question-practice |
| Algorithm design canvas | http://www.hiredintech.com/algorithm-design/ |
| https://camo.githubusercontent.com/df506d18d126dff6895d741421eb4bddbea68037899cbdbaf7e43b6bc9607603/68747470733a2f2f646e67356c33717a7265616c362e636c6f756466726f6e742e6e65742f323031362f4f63742f6172745f626f6172645f736d5f322d313437363233333633303336382e6a7067 |
| Mathematics for Topcoders | https://www.topcoder.com/community/data-science/data-science-tutorials/mathematics-for-topcoders/ |
| Dynamic Programming – From Novice to Advanced | https://www.topcoder.com/community/data-science/data-science-tutorials/dynamic-programming-from-novice-to-advanced/ |
| MIT Interview Materials | https://web.archive.org/web/20160906124824/http://courses.csail.mit.edu/iap/interview/materials.php |
| Exercises for getting better at a given language | http://exercism.io/languages |
| Programming Interviews Exposed: Secrets to Landing Your Next Job, 2nd Edition | http://www.wiley.com/WileyCDA/WileyTitle/productCd-047012167X.html |
| Cracking the Coding Interview, 6th Edition | http://www.amazon.com/Cracking-Coding-Interview-6th-Programming/dp/0984782850/ |
| Book List above | https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#book-list |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#coding-exerciseschallenges |
| How to Find a Solution | https://www.topcoder.com/community/data-science/data-science-tutorials/how-to-find-a-solution/ |
| How to Dissect a Topcoder Problem Statement | https://www.topcoder.com/community/data-science/data-science-tutorials/how-to-dissect-a-topcoder-problem-statement/ |
| IDeserve (88 videos) | https://www.youtube.com/watch?v=NBcqBddFbZw&list=PLamzFoFxwoNjPfxzaWqs7cZGsPYy0x_gI |
| Tushar Roy (5 playlists) | https://www.youtube.com/user/tusharroy2525/playlists?shelf_id=2&view=50&sort=dd |
| LeetCode | https://leetcode.com/ |
| TopCoder | https://www.topcoder.com/ |
| Project Euler (math-focused) | https://projecteuler.net/index.php?section=problems |
| Codewars | http://www.codewars.com |
| HackerEarth | https://www.hackerearth.com/ |
| HackerRank | https://www.hackerrank.com/ |
| Codility | https://codility.com/programmers/ |
| InterviewCake | https://www.interviewcake.com/ |
| Geeks for Geeks | http://www.geeksforgeeks.org/ |
| InterviewBit | https://www.interviewbit.com/invite/icjf |
| Sphere Online Judge (spoj) | http://www.spoj.com/ |
| Interactive Coding Interview Challenges in Python | https://github.com/donnemartin/interactive-coding-challenges |
| Gainlo.co: Mock interviewers from big companies | http://www.gainlo.co/ |
| Pramp: Mock interviews from/with peers | https://www.pramp.com/ |
| Refdash: Mock interviews | https://refdash.com/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#once-youre-closer-to-the-interview |
| Cracking The Code Interview | https://www.youtube.com/watch?v=4NIb9l3imAo |
| Cracking the Coding Interview - Fullstack Speaker Series | https://www.youtube.com/watch?v=Eg5-tdAwclo |
| Ask Me Anything: Gayle Laakmann McDowell (author of Cracking the Coding Interview) | https://www.youtube.com/watch?v=1fqxMuPmGak |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#your-resume |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#be-thinking-of-for-when-the-interview-comes |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#have-questions-for-the-interviewer |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#once-youve-got-the-job |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#additional-books |
| The Unix Programming Environment | http://product.half.ebay.com/The-UNIX-Programming-Environment-by-Brian-W-Kernighan-and-Rob-Pike-1983-Other/54385&tg=info |
| The Linux Command Line: A Complete Introduction | https://www.amazon.com/dp/1593273894/ |
| TCP/IP Illustrated Series | https://en.wikipedia.org/wiki/TCP/IP_Illustrated |
| Head First Design Patterns | https://www.amazon.com/gp/product/0596007124/ |
| Design Patterns: Elements of Reusable Object-Oriented Software | https://www.amazon.com/Design-Patterns-Elements-Reusable-Object-Oriented/dp/0201633612 |
| UNIX and Linux System Administration Handbook, 4th Edition | https://www.amazon.com/UNIX-Linux-System-Administration-Handbook/dp/0131480057/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#additional-learning |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#compilers |
| How a Compiler Works in ~1 minute (video) | https://www.youtube.com/watch?v=IhC7sdYe-Jg |
| Harvard CS50 - Compilers (video) | https://www.youtube.com/watch?v=CSZLNYF4Klo |
| C++ (video) | https://www.youtube.com/watch?v=twodd1KFfGk |
| Understanding Compiler Optimization (C++) (video) | https://www.youtube.com/watch?v=FnGCDLhaxKU |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#emacs-and-vim |
| Editing With vim 01 - Installation, Setup, and The Modes (video) | https://www.youtube.com/watch?v=5givLEMcINQ&index=1&list=PL13bz4SHGmRxlZVmWQ9DvXo1fEg4UdGkr |
| VIM Adventures | http://vim-adventures.com/ |
| The vi/vim editor - Lesson 1 | https://www.youtube.com/watch?v=SI8TeVMX8pk |
| The vi/vim editor - Lesson 2 | https://www.youtube.com/watch?v=F3OO7ZIOaJE |
| The vi/vim editor - Lesson 3 | https://www.youtube.com/watch?v=ZYEccA_nMaI |
| The vi/vim editor - Lesson 4 | https://www.youtube.com/watch?v=1lYD5gwgZIA |
| Using Vi Instead of Emacs | http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#Using_Vi_instead_of_Emacs |
| Basics Emacs Tutorial (video) | https://www.youtube.com/watch?v=hbmV1bnQ-i0 |
| Emacs Tutorial (Beginners) -Part 1- File commands, cut/copy/paste, cursor commands | https://www.youtube.com/watch?v=ujODL7MD04Q |
| Emacs Tutorial (Beginners) -Part 2- Buffer management, search, M-x grep and rgrep modes | https://www.youtube.com/watch?v=XWpsRupJ4II |
| Emacs Tutorial (Beginners) -Part 3- Expressions, Statements, ~/.emacs file and packages | https://www.youtube.com/watch?v=paSgzPso-yc |
| Evil Mode: Or, How I Learned to Stop Worrying and Love Emacs (video) | https://www.youtube.com/watch?v=JWD1Fpdd4Pc |
| Writing C Programs With Emacs | http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#Writing_C_programs_with_Emacs |
| (maybe) Org Mode In Depth: Managing Structure (video) | https://www.youtube.com/watch?v=nsGYet02bEk |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#unix-command-line-tools |
| strace | https://en.wikipedia.org/wiki/Strace |
| tcpdump | https://danielmiessler.com/study/tcpdump/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#information-theory-videos |
| Khan Academy | https://www.khanacademy.org/computing/computer-science/informationtheory |
| Core Markov Text Generation | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/waxgx/core-markov-text-generation |
| Core Implementing Markov Text Generation | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/gZhiC/core-implementing-markov-text-generation |
| Project = Markov Text Generation Walk Through | https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/EUjrq/project-markov-text-generation-walk-through |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#parity--hamming-code-videos |
| Intro | https://www.youtube.com/watch?v=q-3BctoUpHE |
| Parity | https://www.youtube.com/watch?v=DdMcAUlxh1M |
| Error detection | https://www.youtube.com/watch?v=1A_NcXxdoCc |
| Error correction | https://www.youtube.com/watch?v=JAMLuxdHH8o |
| Error Checking | https://www.youtube.com/watch?v=wbH2VxzmoZk |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#entropy |
| Information Theory, Claude Shannon, Entropy, Redundancy, Data Compression & Bits (video) | https://youtu.be/JnJq3Py0dyM?t=176 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#cryptography |
| Khan Academy Series | https://www.khanacademy.org/computing/computer-science/cryptography |
| Cryptography: Hash Functions | https://www.youtube.com/watch?v=KqqOXndnvic&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=30 |
| Cryptography: Encryption | https://www.youtube.com/watch?v=9TNI2wHmaeI&index=31&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#compression |
| Compression | https://www.youtube.com/watch?v=Lto-ajuqW3w |
| Entropy in Compression | https://www.youtube.com/watch?v=M5c_RFKVkko |
| Upside Down Trees (Huffman Trees) | https://www.youtube.com/watch?v=umTbivyJoiI |
| EXTRA BITS/TRITS - Huffman Trees | https://www.youtube.com/watch?v=DV8efuB3h2g |
| Elegant Compression in Text (The LZ 77 Method) | https://www.youtube.com/watch?v=goOa3DGezUA |
| Text Compression Meets Probabilities | https://www.youtube.com/watch?v=cCDCfoHTsaU |
| Compressor Head videos | https://www.youtube.com/playlist?list=PLOU2XLYxmsIJGErt5rrCqaSGTMyyqNt2H |
| (optional) Google Developers Live: GZIP is not enough! | https://www.youtube.com/watch?v=whGwm0Lky2s |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#computer-security |
| MIT (23 videos) | https://www.youtube.com/playlist?list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Introduction, Threat Models | https://www.youtube.com/watch?v=GqmQg-cszw4&index=1&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Control Hijacking Attacks | https://www.youtube.com/watch?v=6bwzNg5qQ0o&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh&index=2 |
| Buffer Overflow Exploits and Defenses | https://www.youtube.com/watch?v=drQyrzRoRiA&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh&index=3 |
| Privilege Separation | https://www.youtube.com/watch?v=6SIJmoE9L9g&index=4&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Capabilities | https://www.youtube.com/watch?v=8VqTSY-11F4&index=5&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Sandboxing Native Code | https://www.youtube.com/watch?v=VEV74hwASeU&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh&index=6 |
| Web Security Model | https://www.youtube.com/watch?v=chkFBigodIw&index=7&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Securing Web Applications | https://www.youtube.com/watch?v=EBQIGy1ROLY&index=8&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Symbolic Execution | https://www.youtube.com/watch?v=yRVZPvHYHzw&index=9&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Network Security | https://www.youtube.com/watch?v=SIEVvk3NVuk&index=11&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Network Protocols | https://www.youtube.com/watch?v=QOtA76ga_fY&index=12&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| Side-Channel Attacks | https://www.youtube.com/watch?v=PuVMkSEcPiI&index=15&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#garbage-collection |
| Garbage collection (Java); Augmenting data str (video) | https://www.youtube.com/watch?v=StdfeXaKGEc&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&index=25 |
| Compilers (video) | https://www.youtube.com/playlist?list=PLO9y7hOkmmSGTy5z6HZ-W4k2y8WXF7Bff |
| GC in Python (video) | https://www.youtube.com/watch?v=iHVs_HkjdmI |
| Deep Dive Java: Garbage Collection is Good! | https://www.infoq.com/presentations/garbage-collection-benefits |
| Deep Dive Python: Garbage Collection in CPython (video) | https://www.youtube.com/watch?v=P-8Z0-MhdQs&list=PLdzf4Clw0VbOEWOS_sLhT_9zaiQDrS5AR&index=3 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#parallel-programming |
| Coursera (Scala) | https://www.coursera.org/learn/parprog1/home/week/1 |
| Efficient Python for High Performance Parallel Computing (video) | https://www.youtube.com/watch?v=uY85GkaYzBk |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#messaging-serialization-and-queueing-systems |
| Thrift | https://thrift.apache.org/ |
| Tutorial | http://thrift-tutorial.readthedocs.io/en/latest/intro.html |
| Protocol Buffers | https://developers.google.com/protocol-buffers/ |
| Tutorials | https://developers.google.com/protocol-buffers/docs/tutorials |
| gRPC | http://www.grpc.io/ |
| gRPC 101 for Java Developers (video) | https://www.youtube.com/watch?v=5tmPvSe7xXQ&list=PLcTqM9n_dieN0k1nSeN36Z_ppKnvMJoly&index=1 |
| Redis | http://redis.io/ |
| Tutorial | http://try.redis.io/ |
| Amazon SQS (queue) | https://aws.amazon.com/sqs/ |
| Amazon SNS (pub-sub) | https://aws.amazon.com/sns/ |
| RabbitMQ | https://www.rabbitmq.com/ |
| Get Started | https://www.rabbitmq.com/getstarted.html |
| Celery | http://www.celeryproject.org/ |
| First Steps With Celery | http://docs.celeryproject.org/en/latest/getting-started/first-steps-with-celery.html |
| ZeroMQ | http://zeromq.org/ |
| Intro - Read The Manual | http://zeromq.org/intro:read-the-manual |
| ActiveMQ | http://activemq.apache.org/ |
| Kafka | http://kafka.apache.org/documentation.html#introduction |
| MessagePack | http://msgpack.org/index.html |
| Avro | https://avro.apache.org/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#a |
| A Search Algorithm | https://en.wikipedia.org/wiki/A*_search_algorithm |
| A* Pathfinding Tutorial (video) | https://www.youtube.com/watch?v=KNXfSOx4eEE |
| A* Pathfinding (E01: algorithm explanation) (video) | https://www.youtube.com/watch?v=-L-WgKMFuhE |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#fast-fourier-transform |
| An Interactive Guide To The Fourier Transform | https://betterexplained.com/articles/an-interactive-guide-to-the-fourier-transform/ |
| What is a Fourier transform? What is it used for? | http://www.askamathematician.com/2012/09/q-what-is-a-fourier-transform-what-is-it-used-for/ |
| What is the Fourier Transform? (video) | https://www.youtube.com/watch?v=Xxut2PN-V8Q |
| Divide & Conquer: FFT (video) | https://www.youtube.com/watch?v=iTMn0Kt18tg&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=4 |
| Understanding The FFT | http://jakevdp.github.io/blog/2013/08/28/understanding-the-fft/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#bloom-filter |
| Bloom Filters | https://www.youtube.com/watch?v=-SuTGoFYjZs |
| Bloom Filters | Mining of Massive Datasets | Stanford University | https://www.youtube.com/watch?v=qBTdukbzc78 |
| Tutorial | http://billmill.org/bloomfilter-tutorial/ |
| How To Write A Bloom Filter App | http://blog.michaelschmatz.com/2016/04/11/how-to-write-a-bloom-filter-cpp/ |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#hyperloglog |
| How To Count A Billion Distinct Objects Using Only 1.5KB Of Memory | http://highscalability.com/blog/2012/4/5/big-data-counting-how-to-count-a-billion-distinct-objects-us.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#locality-sensitive-hashing |
| Simhashing (hopefully) made simple | http://ferd.ca/simhashing-hopefully-made-simple.html |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#van-emde-boas-trees |
| Divide & Conquer: van Emde Boas Trees (video) | https://www.youtube.com/watch?v=hmReJCupbNU&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=6 |
| MIT Lecture Notes | https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-046j-design-and-analysis-of-algorithms-spring-2012/lecture-notes/MIT6_046JS12_lec15.pdf |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#augmented-data-structures |
| CS 61B Lecture 39: Augmenting Data Structures | https://youtu.be/zksIj9O8_jc?list=PL4BBB74C7D2A1049C&t=950 |
| https://patch-diff.githubusercontent.com/radari/coding-interview-university-Java_Code#balanced-search-trees |
| Self-balancing binary search tree | https://en.wikipedia.org/wiki/Self-balancing_binary_search_tree |
| MIT AVL Trees / AVL Sort (video) | https://www.youtube.com/watch?v=FNeL18KsWPc&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=6 |
| AVL Trees (video) | https://www.coursera.org/learn/data-structures/lecture/Qq5E0/avl-trees |
| AVL Tree Implementation (video) | https://www.coursera.org/learn/data-structures/lecture/PKEBC/avl-tree-implementation |
| Split And Merge | https://www.coursera.org/learn/data-structures/lecture/22BgE/split-and-merge |
| CS 61B: Splay Trees (video) | https://www.youtube.com/watch?v=Najzh1rYQTo&index=23&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd |
| Video | https://www.youtube.com/watch?v=QnPl_Y6EqMo |
| Aduni - Algorithms - Lecture 4 (link jumps to starting point) (video) | https://youtu.be/1W3x0f_RmUo?list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&t=3871 |
| Aduni - Algorithms - Lecture 5 (video) | https://www.youtube.com/watch?v=hm2GHwyKF1o&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=5 |
| Black Tree | https://en.wikipedia.org/wiki/Red%E2%80%93black_tree |
| An Introduction To Binary Search And Red Black Tree | https://www.topcoder.com/community/data-science/data-science-tutorials/an-introduction-to-binary-search-and-red-black-trees/ |
| https://www.youtube.com/watch?v=C3SsdUqasD4&list=PLA5Lqm4uh9B | https://www.youtube.com/watch?v=C3SsdUqasD4&list=PLA5Lqm4uh9B |
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