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@@ -25,7 +25,6 @@ Se você quer ser um engenheiro de confiabilidade ou engenheiro de sistemas, est
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- [Por que usar?](#por-que-usar)
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- [Como usar?](#como-usar)
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- [Não ache que você não é inteligente o suficiente](#não-ache-que-você-não-é-inteligente-o-suficiente)
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-- [Sobre a Google](#sobre-a-google)
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- [Sobre os recursos em vídeo](#sobre-os-recursos-em-vídeo)
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- [Processo de Entrevista e Preparação Geral para a Entrevista](#processo-de-entrevista-e-preparação-geral-para-a-entrevista)
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- [Escolha Uma Linguagem para a Entrevista](#escolha-uma-linguagem-para-a-entrevista)
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@@ -76,6 +75,11 @@ Se você quer ser um engenheiro de confiabilidade ou engenheiro de sistemas, est
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- [Scheduling](#scheduling)
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- [Implement system routines](#implement-system-routines)
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- [String searching & manipulations](#string-searching--manipulations)
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+ - [Tries](#tries)
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+ - [Floating Point Numbers](#floating-point-numbers)
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+ - [Unicode](#unicode)
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+ - [Endianness](#endianness)
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+- [Networking](#networking)
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- [System Design, Scalability, Data Handling](#system-design-scalability-data-handling) (if you have 4+ years experience)
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- [Final Review](#final-review)
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- [Coding Question Practice](#coding-question-practice)
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@@ -91,9 +95,6 @@ Se você quer ser um engenheiro de confiabilidade ou engenheiro de sistemas, est
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- [Additional Books](#additional-books)
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- [Additional Learning](#additional-learning)
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- [Compilers](#compilers)
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- - [Floating Point Numbers](#floating-point-numbers)
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- - [Unicode](#unicode)
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- - [Endianness](#endianness)
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- [Emacs and vi(m)](#emacs-and-vim)
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- [Unix command line tools](#unix-command-line-tools)
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- [Information theory](#information-theory)
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@@ -101,18 +102,17 @@ Se você quer ser um engenheiro de confiabilidade ou engenheiro de sistemas, est
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- [Entropy](#entropy)
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- [Cryptography](#cryptography)
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- [Compression](#compression)
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- - [Networking](#networking) (if you have networking experience or want to be a systems engineer, expect questions)
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- [Computer Security](#computer-security)
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- [Garbage collection](#garbage-collection)
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- [Parallel Programming](#parallel-programming)
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- [Messaging, Serialization, and Queueing Systems](#messaging-serialization-and-queueing-systems)
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+ - [A*](#a)
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- [Fast Fourier Transform](#fast-fourier-transform)
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- [Bloom Filter](#bloom-filter)
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- [HyperLogLog](#hyperloglog)
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- [Locality-Sensitive Hashing](#locality-sensitive-hashing)
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- [van Emde Boas Trees](#van-emde-boas-trees)
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- [Augmented Data Structures](#augmented-data-structures)
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- - [Tries](#tries)
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- [N-ary (K-ary, M-ary) trees](#n-ary-k-ary-m-ary-trees)
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- [Balanced search trees](#balanced-search-trees)
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- AVL trees
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@@ -132,7 +132,6 @@ Se você quer ser um engenheiro de confiabilidade ou engenheiro de sistemas, est
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- [Geometry, Convex hull](#geometry-convex-hull)
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- [Discrete math](#discrete-math)
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- [Machine Learning](#machine-learning)
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- - [Go](#go)
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- [Additional Detail on Some Subjects](#additional-detail-on-some-subjects)
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- [Video Series](#video-series)
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- [Computer Science Courses](#computer-science-courses)
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@@ -159,7 +158,7 @@ Eu estou usando a sintaxe de markdown especial do Github, incluindo listas de ta
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`git checkout -b progress`
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-`git remote add jwasham https://github.com/jwasham/google-interview-university`
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+`git remote add jwasham https://github.com/jwasham/coding-interview-university`
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`git fetch --all`
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@@ -225,7 +224,6 @@ Você precisa estar confortável com a linguagem e ser bem informado.
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Leia mais sobre as escolhas:
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- http://www.byte-by-byte.com/choose-the-right-language-for-your-coding-interview/
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- http://blog.codingforinterviews.com/best-programming-language-jobs/
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-- https://www.quora.com/What-is-the-best-language-to-program-in-for-an-in-person-Google-interview
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[Veja recursos de linguagens aqui](programming-language-resources.md)
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@@ -310,7 +308,7 @@ OU:
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- por Goodrich, Tamassia, Goldwasser
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- Eu adorei esse livro. Ele cobriu tudo e mais.
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- Código pythonico.
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- - meu brilhante resumo: https://googleyasheck.com/book-report-data-structures-and-algorithms-in-python/
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+ - meu brilhante resumo: https://startupnextdoor.com/book-report-data-structures-and-algorithms-in-python/
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### Livros Opcionais
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@@ -366,7 +364,7 @@ Assisti a horas de vídeos e fiz anotações e meses depois havia muito que eu n
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Por favor, leia para que você não cometa os meus erros:
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-[Retaining Computer Science Knowledge](https://googleyasheck.com/retaining-computer-science-knowledge/)
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+[Retaining Computer Science Knowledge](https://startupnextdoor.com/retaining-computer-science-knowledge/)
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### 2. Use Flashcards
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@@ -402,7 +400,7 @@ Há um monte de distrações que podem ocupar um tempo valioso. Foco e concentra
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## O que você não verá
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-Essa grande lista começou como uma "to-do list" pessoal feita a partir de anotações do treinamento de entrevistas da Google. Essas são tecnologias predominantes, mas que não foram mencionadas nessas anotações:
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+Essas são tecnologias predominantes, mas não são partes desse plano de estudo:
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- SQL
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- Javascript
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@@ -793,17 +791,19 @@ Write code on a whiteboard or paper, not a computer. Test with some sample input
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- [ ] [Randomization: Matrix Multiply, Quicksort, Freivalds' algorithm (video)](https://www.youtube.com/watch?v=cNB2lADK3_s&index=8&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp)
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- [ ] [Sorting in Linear Time (video)](https://www.youtube.com/watch?v=pOKy3RZbSws&list=PLUl4u3cNGP61hsJNdULdudlRL493b-XZf&index=14)
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+As a summary, here is a visual representation of [15 sorting algorithms](https://www.youtube.com/watch?v=kPRA0W1kECg).
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If you need more detail on this subject, see "Sorting" section in [Additional Detail on Some Subjects](#additional-detail-on-some-subjects)
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## Graphs
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Graphs can be used to represent many problems in computer science, so this section is long, like trees and sorting were.
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-- Notes from Yegge:
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- - There are three basic ways to represent a graph in memory:
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+- Notes:
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+ - There are 4 basic ways to represent a graph in memory:
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- objects and pointers
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- - matrix
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+ - adjacency matrix
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- adjacency list
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+ - adjacency map
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- Familiarize yourself with each representation and its pros & cons
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- BFS and DFS - know their computational complexity, their tradeoffs, and how to implement them in real code
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- When asked a question, look for a graph-based solution first, then move on if none.
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@@ -834,13 +834,6 @@ Graphs can be used to represent many problems in computer science, so this secti
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- Full Coursera Course:
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- [ ] [Algorithms on Graphs (video)](https://www.coursera.org/learn/algorithms-on-graphs/home/welcome)
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-- Yegge: If you get a chance, try to study up on fancier algorithms:
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- - [ ] Dijkstra's algorithm - see above - 6.006
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- - [ ] A*
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- - [ ] [A Search Algorithm](https://en.wikipedia.org/wiki/A*_search_algorithm)
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- - [ ] [A* Pathfinding Tutorial (video)](https://www.youtube.com/watch?v=KNXfSOx4eEE)
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- - [ ] [A* Pathfinding (E01: algorithm explanation) (video)](https://www.youtube.com/watch?v=-L-WgKMFuhE)
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-
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- I'll implement:
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- [ ] DFS with adjacency list (recursive)
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- [ ] DFS with adjacency list (iterative with stack)
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@@ -873,7 +866,6 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [Tail Recursion (video)](https://www.youtube.com/watch?v=L1jjXGfxozc)
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- ### Dynamic Programming
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- - **NOTE:** DP is a valuable technique, but it is not mentioned on any of the prep material Google provides. But you could get a problem where DP provides an optimal solution. So I'm including it.
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- This subject can be pretty difficult, as each DP soluble problem must be defined as a recursion relation, and coming up with it can be tricky.
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- I suggest looking at many examples of DP problems until you have a solid understanding of the pattern involved.
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- [ ] vídeos:
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@@ -909,7 +901,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [SOLID Principles (video)](https://www.youtube.com/playlist?list=PL4CE9F710017EA77A)
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- [ ] S - [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)
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- [more flavor](https://docs.google.com/open?id=0ByOwmqah_nuGNHEtcU5OekdDMkk)
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- - [ ] O - [Open/Closed Principal](http://www.oodesign.com/open-close-principle.html) | [On production level Objects are ready for extension for not for modification](https://en.wikipedia.org/wiki/Open/closed_principle)
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+ - [ ] O - [Open/Closed Principal](http://www.oodesign.com/open-close-principle.html) | [On production level Objects are ready for extension for not for modification](https://en.wikipedia.org/wiki/Open/closed_principle)
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- [more flavor](http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgN2M5MTkwM2EtNWFkZC00ZTI3LWFjZTUtNTFhZGZiYmUzODc1&hl=en)
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- [ ] L - [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)
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- [more flavor](http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgNzAzZjA5ZmItNjU3NS00MzQ5LTkwYjMtMDJhNDU5ZTM0MTlh&hl=en)
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@@ -947,6 +939,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [Head First Design Patterns](https://www.amazon.com/Head-First-Design-Patterns-Freeman/dp/0596007124)
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- I know the canonical book is "Design Patterns: Elements of Reusable Object-Oriented Software", but Head First is great for beginners to OO.
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- [ ] [Handy reference: 101 Design Patterns & Tips for Developers](https://sourcemaking.com/design-patterns-and-tips)
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+ - [ ] [Design patterns for humans](https://github.com/kamranahmedse/design-patterns-for-humans#structural-design-patterns)
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- ### Combinatorics (n choose k) & Probability
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- [ ] [Math Skills: How to find Factorial, Permutation and Combination (Choose) (video)](https://www.youtube.com/watch?v=8RRo6Ti9d0U)
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@@ -1007,6 +1000,9 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- livelock
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- CPU activity, interrupts, context switching
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- Modern concurrency constructs with multicore processors
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+ - [Paging, segmentation and virtual memory (video)](https://www.youtube.com/watch?v=LKe7xK0bF7o&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8&index=2)
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+ - [Interrupts (video)](https://www.youtube.com/watch?v=uFKi2-J-6II&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8&index=3)
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+ - [Scheduling (video)](https://www.youtube.com/watch?v=-Gu5mYdKbu4&index=4&list=PLCiOXwirraUCBE9i_ukL8_Kfg6XNv7Se8)
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- Process resource needs (memory: code, static storage, stack, heap, and also file descriptors, i/o)
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- Thread resource needs (shares above (minus stack) with other threads in the same process but each has its own pc, stack counter, registers, and stack)
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- Forking is really copy on write (read-only) until the new process writes to memory, then it does a full copy.
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@@ -1023,11 +1019,10 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [Mutex in Python](https://www.youtube.com/watch?v=0zaPs8OtyKY)
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- ### Papers
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- - These are Google papers and well-known papers.
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- Reading all from end to end with full comprehension will likely take more time than you have. I recommend being selective on papers and their sections.
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+ - [Love classic papers?](https://www.cs.cmu.edu/~crary/819-f09/)
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- [ ] [1978: Communicating Sequential Processes](http://spinroot.com/courses/summer/Papers/hoare_1978.pdf)
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- [implemented in Go](https://godoc.org/github.com/thomas11/csp)
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- - [Love classic papers?](https://www.cs.cmu.edu/~crary/819-f09/)
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- [ ] [2003: The Google File System](http://static.googleusercontent.com/media/research.google.com/en//archive/gfs-sosp2003.pdf)
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- replaced by Colossus in 2012
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- [ ] [2004: MapReduce: Simplified Data Processing on Large Clusters]( http://static.googleusercontent.com/media/research.google.com/en//archive/mapreduce-osdi04.pdf)
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@@ -1035,7 +1030,9 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [2006: Bigtable: A Distributed Storage System for Structured Data](https://static.googleusercontent.com/media/research.google.com/en//archive/bigtable-osdi06.pdf)
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- [An Inside Look at Google BigQuery](https://cloud.google.com/files/BigQueryTechnicalWP.pdf)
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- [ ] [2006: The Chubby Lock Service for Loosely-Coupled Distributed Systems](https://research.google.com/archive/chubby-osdi06.pdf)
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- - [ ] [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)
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+ - [ ] [2007: Dynamo: Amazon’s Highly Available Key-value Store](https://www.akkadia.org/drepper/cpumemory.pdf)
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+ - The Dynamo paper kicked off the NoSQL revolution
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+ - [ ] [2007: What Every Programmer Should Know About Memory (very long, and the author encourages skipping of some sections)](http://s3.amazonaws.com/AllThingsDistributed/sosp/amazon-dynamo-sosp2007.pdf)
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- [ ] [2010: Dapper, a Large-Scale Distributed Systems Tracing Infrastructure](https://research.google.com/pubs/archive/36356.pdf)
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- [ ] [2010: Dremel: Interactive Analysis of Web-Scale Datasets](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/36632.pdf)
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- [ ] [2012: Google's Colossus](https://www.wired.com/2012/07/google-colossus/)
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@@ -1065,7 +1062,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [slides](http://gotocon.com/dl/goto-berlin-2013/slides/SteveFreeman_TestDrivenDevelopmentThatsNotWhatWeMeant.pdf)
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- [ ] [TDD is dead. Long live testing.](http://david.heinemeierhansson.com/2014/tdd-is-dead-long-live-testing.html)
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- [ ] [Is TDD dead? (video)](https://www.youtube.com/watch?v=z9quxZsLcfo)
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- - [ ] [video series (152 videos) - not all are needed (video)](https://www.youtube.com/watch?v=nzJapzxH_rE&list=PLAwxTw4SYaPkWVHeC_8aSIbSxE_NXI76g)
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+ - [ ] [Video series (152 videos) - not all are needed (video)](https://www.youtube.com/watch?v=nzJapzxH_rE&list=PLAwxTw4SYaPkWVHeC_8aSIbSxE_NXI76g)
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- [ ] [Test-Driven Web Development with Python](http://www.obeythetestinggoat.com/pages/book.html#toc)
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- [ ] Dependency injection:
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- [ ] [video](https://www.youtube.com/watch?v=IKD2-MAkXyQ)
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@@ -1089,17 +1086,65 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
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- [ ] [4. Boyer-Moore](https://www.youtube.com/watch?v=fI7Ch6pZXfM&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66&index=2)
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- [ ] [5. Rabin-Karp](https://www.youtube.com/watch?v=QzI0p6zDjK4&index=1&list=PLe-ggMe31CTdAdjXB3lIuf2maubzo9t66)
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- [ ] [Search pattern in text (video)](https://www.coursera.org/learn/data-structures/lecture/tAfHI/search-pattern-in-text)
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-
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+
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If you need more detail on this subject, see "String Matching" section in [Additional Detail on Some Subjects](#additional-detail-on-some-subjects)
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----
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+- ### Tries
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+ - Note there are different kinds of tries. Some have prefixes, some don't, and some use string instead of bits
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+ to track the path.
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+ - I read through code, but will not implement.
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+ - [ ] [Sedgewick - Tries (3 videos)](https://www.youtube.com/playlist?list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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+ - [ ] [1. R Way Tries](https://www.youtube.com/watch?v=buq2bn8x3Vo&index=3&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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+ - [ ] [2. Ternary Search Tries](https://www.youtube.com/watch?v=LelV-kkYMIg&index=2&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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+ - [ ] [3. Character Based Operations](https://www.youtube.com/watch?v=00YaFPcC65g&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ&index=1)
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+ - [ ] [Notes on Data Structures and Programming Techniques](http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#Tries)
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+ - [ ] Short course videos:
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+ - [ ] [Introduction To Tries (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/08Xyf/core-introduction-to-tries)
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+ - [ ] [Performance Of Tries (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/PvlZW/core-performance-of-tries)
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+ - [ ] [Implementing A Trie (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/DFvd3/core-implementing-a-trie)
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+ - [ ] [The Trie: A Neglected Data Structure](https://www.toptal.com/java/the-trie-a-neglected-data-structure)
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+ - [ ] [TopCoder - Using Tries](https://www.topcoder.com/community/data-science/data-science-tutorials/using-tries/)
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+ - [ ] [Stanford Lecture (real world use case) (video)](https://www.youtube.com/watch?v=TJ8SkcUSdbU)
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+ - [ ] [MIT, Advanced Data Structures, Strings (can get pretty obscure about halfway through)](https://www.youtube.com/watch?v=NinWEPPrkDQ&index=16&list=PLUl4u3cNGP61hsJNdULdudlRL493b-XZf)
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+
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+- ### Floating Point Numbers
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+ - [ ] simple 8-bit: [Representation of Floating Point Numbers - 1 (video - there is an error in calculations - see video description)](https://www.youtube.com/watch?v=ji3SfClm8TU)
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+ - [ ] 32 bit: [IEEE754 32-bit floating point binary (video)](https://www.youtube.com/watch?v=50ZYcZebIec)
|
|
|
+
|
|
|
+- ### 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/)
|
|
|
+
|
|
|
+- ### 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)
|
|
|
+ - Very technical talk for kernel devs. Don't worry if most is over your head.
|
|
|
+ - The first half is enough.
|
|
|
+
|
|
|
+- ### Networking
|
|
|
+ - **if you have networking experience or want to be a systems engineer, expect questions**
|
|
|
+ - otherwise, this is just good to know
|
|
|
+ - [ ] [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)
|
|
|
+ - [ ] Sockets:
|
|
|
+ - [ ] [Java - Sockets - Introduction (video)](https://www.youtube.com/watch?v=6G_W54zuadg&t=6s)
|
|
|
+ - [ ] [Socket Programming (video)](https://www.youtube.com/watch?v=G75vN2mnJeQ)
|
|
|
|
|
|
## System Design, Scalability, Data Handling
|
|
|
- **You can expect system design questions if you have 4+ years of experience.**
|
|
|
-- Scalability and System Design are very large topics with many topics and resources, since
|
|
|
- there is a lot to consider when designing a software/hardware system that can scale.
|
|
|
+- Scalability and System Design are very large topics with many topics and resources, since
|
|
|
+ there is a lot to consider when designing a software/hardware system that can scale.
|
|
|
Expect to spend quite a bit of time on this.
|
|
|
-- Considerations from Yegge:
|
|
|
+- Considerations:
|
|
|
- scalability
|
|
|
- Distill large data sets to single values
|
|
|
- Transform one data set to another
|
|
@@ -1166,7 +1211,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
|
|
|
- [ ] [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)
|
|
|
+ - [ ] [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)
|
|
@@ -1175,7 +1220,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
|
|
|
- [ ] [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)
|
|
|
+ - [ ] [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)
|
|
@@ -1185,10 +1230,10 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
|
|
|
- [ ] Twitter:
|
|
|
- [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)
|
|
|
- - For even more, see "Mining Massive Datasets" video series in the video Series section.
|
|
|
+ - For even more, see "Mining Massive Datasets" video series in the Video Series section.
|
|
|
- [ ] Practicing the system design process: Here are some ideas to try working through on paper, each with some documentation on how it was handled in the real world:
|
|
|
- review: [System Design from HiredInTech](http://www.hiredintech.com/system-design/)
|
|
|
- - [cheat sheet](https://github.com/jwasham/google-interview-university/blob/master/extras/cheat%20sheets/system-design.pdf)
|
|
|
+ - [cheat sheet](https://github.com/jwasham/coding-interview-university/blob/master/extras/cheat%20sheets/system-design.pdf)
|
|
|
- flow:
|
|
|
1. Understand the problem and scope:
|
|
|
- define the use cases, with interviewer's help
|
|
@@ -1222,14 +1267,14 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
|
|
|
|
|
|
## Final Review
|
|
|
|
|
|
- Essa seção terá vídeos mais curtos que você pode assistir rapidamente para revisar a maioria dos conceitos importantes.
|
|
|
- É legal se você quiser dar uma refrescada na memória.
|
|
|
+ This section will have shorter videos that you can watch pretty quickly to review most of the important concepts.
|
|
|
+ It's nice if you want a refresher often.
|
|
|
|
|
|
- [ ] Series of 2-3 minutes short subject videos (23 videos)
|
|
|
- - [videos](https://www.youtube.com/watch?v=r4r1DZcx1cM&list=PLmVb1OknmNJuC5POdcDv5oCS7_OUkDgpj&index=22)
|
|
|
+ - [Videos](https://www.youtube.com/watch?v=r4r1DZcx1cM&list=PLmVb1OknmNJuC5POdcDv5oCS7_OUkDgpj&index=22)
|
|
|
- [ ] Series of 2-5 minutes short subject videos - Michael Sambol (18 videos):
|
|
|
- - [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)
|
|
|
+ - [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)
|
|
@@ -1241,7 +1286,7 @@ Você ganhará mais prática com gráficos no livro do Skiena (veja a seção de
|
|
|
- [ ] [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)
|
|
|
+- [ ] [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)
|
|
@@ -1273,11 +1318,9 @@ Why you need to practice doing programming problems:
|
|
|
- testing your solutions
|
|
|
|
|
|
There is a great intro for methodical, communicative problem solving in an interview. You'll get this from the programming
|
|
|
-interview livros, too, but I found this outstanding:
|
|
|
+interview books, too, but I found this outstanding:
|
|
|
[Algorithm design canvas](http://www.hiredintech.com/algorithm-design/)
|
|
|
|
|
|
-[My Process for Coding Interview (Book) Exercises](https://googleyasheck.com/my-process-for-coding-interview-exercises/)
|
|
|
-
|
|
|
No whiteboard at home? That makes sense. I'm a weirdo and have a big whiteboard. Instead of a whiteboard, pick up a
|
|
|
large drawing pad from an art store. You can sit on the couch and practice. This is my "sofa whiteboard".
|
|
|
I added the pen in the photo for scale. If you use a pen, you'll wish you could erase. Gets messy quick.
|
|
@@ -1308,6 +1351,10 @@ Take coding challenges every day, as many as you can.
|
|
|
- [ ] [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/)
|
|
|
|
|
|
+Coding Interview Question Videos:
|
|
|
+- [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)
|
|
|
+
|
|
|
Challenge sites:
|
|
|
- [LeetCode](https://leetcode.com/)
|
|
|
- [TopCoder](https://www.topcoder.com/)
|
|
@@ -1318,9 +1365,12 @@ Challenge sites:
|
|
|
- [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/)
|
|
|
|
|
|
-Maybe:
|
|
|
-- [Mock interviewers from big companies](http://www.gainlo.co/)
|
|
|
+Mock Interviews:
|
|
|
+- [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/)
|
|
|
|
|
|
## Once you're closer to the interview
|
|
|
|
|
@@ -1331,7 +1381,6 @@ Maybe:
|
|
|
|
|
|
## Your Resume
|
|
|
|
|
|
-- [Ten Tips for a (Slightly) Less Awful Resume](http://steve-yegge.blogspot.co.uk/2007_09_01_archive.html)
|
|
|
- See Resume prep items in Cracking The Coding Interview and back of Programming Interviews Exposed
|
|
|
|
|
|
|
|
@@ -1344,7 +1393,7 @@ Have a story, not just data, about something you accomplished.
|
|
|
- What's a tough problem you've solved?
|
|
|
- Biggest challenges faced?
|
|
|
- Best/worst designs seen?
|
|
|
-- Ideas for improving an existing Google product.
|
|
|
+- Ideas for improving an existing product.
|
|
|
- How do you work best, as an individual and as part of a team?
|
|
|
- Which of your skills or experiences would be assets in the role and why?
|
|
|
- What did you most enjoy at [job x / project y]?
|
|
@@ -1371,8 +1420,6 @@ Have a story, not just data, about something you accomplished.
|
|
|
|
|
|
Congratulations!
|
|
|
|
|
|
-- [10 things I wish I knew on my first day at Google](https://medium.com/@moonstorming/10-things-i-wish-i-knew-on-my-first-day-at-google-107581d87286#.livxn7clw)
|
|
|
-
|
|
|
Keep learning.
|
|
|
|
|
|
You're never really done.
|
|
@@ -1382,7 +1429,7 @@ You're never really done.
|
|
|
*****************************************************************************************************
|
|
|
*****************************************************************************************************
|
|
|
|
|
|
- Everything below this point is optional. These are my recommendations, not Google's.
|
|
|
+ Everything below this point is optional.
|
|
|
By studying these, you'll get greater exposure to more CS concepts, and will be better prepared for
|
|
|
any software engineering job. You'll be a much more well-rounded software engineer.
|
|
|
|
|
@@ -1391,7 +1438,7 @@ You're never really done.
|
|
|
|
|
|
---
|
|
|
|
|
|
-## Livros Adicionais
|
|
|
+## 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)
|
|
|
- an oldie but a goodie
|
|
@@ -1403,35 +1450,21 @@ You're never really done.
|
|
|
- [ ] [Design Patterns: Elements of Reusable Object-Oriented Software](https://www.amazon.com/Design-Patterns-Elements-Reusable-Object-Oriented/dp/0201633612)
|
|
|
- aka the "Gang Of Four" book, or GOF
|
|
|
- the canonical design patterns book
|
|
|
-- [ ] [Site Reliability Engineering](https://landing.google.com/sre/book.html)
|
|
|
- - [Site Reliability Engineering: How Google Runs Production Systems](https://landing.google.com/sre/)
|
|
|
- [ ] [UNIX and Linux System Administration Handbook, 4th Edition](https://www.amazon.com/UNIX-Linux-System-Administration-Handbook/dp/0131480057/)
|
|
|
|
|
|
## Additional Learning
|
|
|
|
|
|
+These topics will likely not come up in an interview, but I added them to help you become a well-rounded
|
|
|
+software engineer, and to be aware of certain technologies and algorithms, so you'll have a bigger toolbox.
|
|
|
+
|
|
|
- ### 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)
|
|
|
|
|
|
-- ### Floating Point Numbers
|
|
|
- - [ ] simple 8-bit: [Representation of Floating Point Numbers - 1 (video - there is an error in calculations - see video description)](https://www.youtube.com/watch?v=ji3SfClm8TU)
|
|
|
- - [ ] 32 bit: [IEEE754 32-bit floating point binary (video)](https://www.youtube.com/watch?v=50ZYcZebIec)
|
|
|
-
|
|
|
-- ### 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/)
|
|
|
-
|
|
|
-- ### 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)
|
|
|
- - Very technical talk for kernel devs. Don't worry if most is over your head.
|
|
|
- - The first half is enough.
|
|
|
-
|
|
|
- ### Emacs and vi(m)
|
|
|
- - suggested by Yegge, from an old Amazon recruiting post: Familiarize yourself with a unix-based code editor
|
|
|
+ - Familiarize yourself with a unix-based code editor
|
|
|
- vi(m):
|
|
|
- [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/)
|
|
@@ -1452,7 +1485,7 @@ You're never really done.
|
|
|
- [(maybe) Org Mode In Depth: Managing Structure (video)](https://www.youtube.com/watch?v=nsGYet02bEk)
|
|
|
|
|
|
- ### Unix command line tools
|
|
|
- - suggested by Yegge, from an old Amazon recruiting post. I filled in the list below from good tools.
|
|
|
+ - I filled in the list below from good tools.
|
|
|
- [ ] bash
|
|
|
- [ ] cat
|
|
|
- [ ] grep
|
|
@@ -1505,20 +1538,6 @@ You're never really done.
|
|
|
- [ ] [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)
|
|
|
|
|
|
-- ### Networking
|
|
|
- - **if you have networking experience or want to be a systems engineer, expect questions**
|
|
|
- - otherwise, this is just good to know
|
|
|
- - [ ] [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)
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- - [ ] [HTTP](https://www.youtube.com/watch?v=WGJrLqtX7As)
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- - [ ] [SSL and HTTPS](https://www.youtube.com/watch?v=S2iBR2ZlZf0)
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- - [ ] [SSL/TLS](https://www.youtube.com/watch?v=Rp3iZUvXWlM)
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- - [ ] [HTTP 2.0](https://www.youtube.com/watch?v=E9FxNzv1Tr8)
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- - [ ] [video Series (21 videos)](https://www.youtube.com/playlist?list=PLEbnTDJUr_IegfoqO4iPnPYQui46QqT0j)
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- - [ ] [Subnetting Demystified - Part 5 CIDR Notation](https://www.youtube.com/watch?v=t5xYI0jzOf4)
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-
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- ### Computer Security
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- [MIT (23 videos)](https://www.youtube.com/playlist?list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh)
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- [ ] [Introduction, Threat Models](https://www.youtube.com/watch?v=GqmQg-cszw4&index=1&list=PLUl4u3cNGP62K2DjQLRxDNRi0z2IRWnNh)
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@@ -1567,6 +1586,11 @@ You're never really done.
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- [ ] [MessagePack](http://msgpack.org/index.html)
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- [ ] [Avro](https://avro.apache.org/)
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+- ### A*
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+ - [ ] [A Search Algorithm](https://en.wikipedia.org/wiki/A*_search_algorithm)
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+ - [ ] [A* Pathfinding Tutorial (video)](https://www.youtube.com/watch?v=KNXfSOx4eEE)
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+ - [ ] [A* Pathfinding (E01: algorithm explanation) (video)](https://www.youtube.com/watch?v=-L-WgKMFuhE)
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+
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- ### Fast Fourier Transform
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- [ ] [An Interactive Guide To The Fourier Transform](https://betterexplained.com/articles/an-interactive-guide-to-the-fourier-transform/)
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- [ ] [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/)
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@@ -1596,24 +1620,6 @@ You're never really done.
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- ### Augmented Data Structures
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- [ ] [CS 61B Lecture 39: Augmenting Data Structures](https://youtu.be/zksIj9O8_jc?list=PL4BBB74C7D2A1049C&t=950)
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-- ### Tries
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- - Note there are different kinds of tries. Some have prefixes, some don't, and some use string instead of bits
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- to track the path.
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- - I read through code, but will not implement.
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- - [ ] [Sedgewick - Tries (3 videos)](https://www.youtube.com/playlist?list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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- - [ ] [1. R Way Tries](https://www.youtube.com/watch?v=buq2bn8x3Vo&index=3&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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- - [ ] [2. Ternary Search Tries](https://www.youtube.com/watch?v=LelV-kkYMIg&index=2&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ)
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- - [ ] [3. Character Based Operations](https://www.youtube.com/watch?v=00YaFPcC65g&list=PLe-ggMe31CTe9IyG9MB8vt5xUJeYgOYRQ&index=1)
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- - [ ] [Notes on Data Structures and Programming Techniques](http://www.cs.yale.edu/homes/aspnes/classes/223/notes.html#Tries)
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- - [ ] Short course videos:
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- - [ ] [Introduction To Tries (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/08Xyf/core-introduction-to-tries)
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- - [ ] [Performance Of Tries (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/PvlZW/core-performance-of-tries)
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- - [ ] [Implementing A Trie (video)](https://www.coursera.org/learn/data-structures-optimizing-performance/lecture/DFvd3/core-implementing-a-trie)
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- - [ ] [The Trie: A Neglected Data Structure](https://www.toptal.com/java/the-trie-a-neglected-data-structure)
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- - [ ] [TopCoder - Using Tries](https://www.topcoder.com/community/data-science/data-science-tutorials/using-tries/)
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- - [ ] [Stanford Lecture (real world use case) (video)](https://www.youtube.com/watch?v=TJ8SkcUSdbU)
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- - [ ] [MIT, Advanced Data Structures, Strings (can get pretty obscure about halfway through)](https://www.youtube.com/watch?v=NinWEPPrkDQ&index=16&list=PLUl4u3cNGP61hsJNdULdudlRL493b-XZf)
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-
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- ### Balanced search trees
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- Know least one type of balanced binary tree (and know how it's implemented):
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- "Among balanced search trees, AVL and 2/3 trees are now passé, and red-black trees seem to be more popular.
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@@ -1648,7 +1654,7 @@ You're never really done.
|
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- [ ] [CS 61B: Splay Trees (video)](https://www.youtube.com/watch?v=Najzh1rYQTo&index=23&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd)
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- [ ] MIT Lecture: Splay Trees:
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- Gets very mathy, but watch the last 10 minutes for sure.
|
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- - [video](https://www.youtube.com/watch?v=QnPl_Y6EqMo)
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+ - [Video](https://www.youtube.com/watch?v=QnPl_Y6EqMo)
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|
- [ ] **Red/black trees**
|
|
|
- these are a translation of a 2-3 tree (see below)
|
|
@@ -1769,23 +1775,13 @@ You're never really done.
|
|
|
- [Self-Driving Car Engineer Nanodegree](https://www.udacity.com/drive)
|
|
|
- [Metis Online Course ($99 for 2 months)](http://www.thisismetis.com/explore-data-science)
|
|
|
- Resources:
|
|
|
- - Livros:
|
|
|
+ - Books:
|
|
|
- [Python Machine Learning](https://www.amazon.com/Python-Machine-Learning-Sebastian-Raschka/dp/1783555130/)
|
|
|
- [Data Science from Scratch: First Principles with Python](https://www.amazon.com/Data-Science-Scratch-Principles-Python/dp/149190142X)
|
|
|
- [Introduction to Machine Learning with Python](https://www.amazon.com/Introduction-Machine-Learning-Python-Scientists/dp/1449369413/)
|
|
|
- [Machine Learning for Software Engineers](https://github.com/ZuzooVn/machine-learning-for-software-engineers)
|
|
|
- Data School: http://www.dataschool.io/
|
|
|
|
|
|
-- ### Go
|
|
|
- - [ ] videos:
|
|
|
- - [ ] [Why Learn Go?](https://www.youtube.com/watch?v=FTl0tl9BGdc)
|
|
|
- - [ ] [Go Programming](https://www.youtube.com/watch?v=CF9S4QZuV30)
|
|
|
- - [ ] [A Tour of Go](https://www.youtube.com/watch?v=ytEkHepK08c)
|
|
|
- - [ ] Livros:
|
|
|
- - [ ] [An Introduction to Programming in Go (read free online)](https://www.golang-book.com/books/intro)
|
|
|
- - [ ] [The Go Programming Language (Donovan & Kernighan)](https://www.amazon.com/Programming-Language-Addison-Wesley-Professional-Computing/dp/0134190440)
|
|
|
- - [ ] [Bootcamp](https://www.golang-book.com/guides/bootcamp)
|
|
|
-
|
|
|
--
|
|
|
|
|
|
## Additional Detail on Some Subjects
|
|
@@ -1925,5 +1921,4 @@ Sit back and enjoy. "Netflix and skill" :P
|
|
|
## Computer Science Courses
|
|
|
|
|
|
- [Directory of Online CS Courses](https://github.com/open-source-society/computer-science)
|
|
|
-- [Directory of CS Courses (many with online lectures)](https://github.com/prakhar1989/awesome-courses)
|
|
|
-
|
|
|
+- [Directory of CS Courses (many with online lectures)](https://github.com/prakhar1989/awesome-courses)
|