Filling some areas.
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John Washam
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README.md
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README.md
@ -701,28 +701,23 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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Some items are sparse, and I'll be filling them in once I get here.
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- [ ] **Recursion**
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- when it is appropriate to use it
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- when it is appropriate to use it
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- how is tail recursion better than not?
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- [ ] Short Series on Recurrence Relations: https://www.youtube.com/playlist?list=PLSVu1-lON6LybCHQs8Io_EhyrEQ4b1xAF
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- [ ] Stanford lectures on recursion:
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- [ ] https://www.youtube.com/watch?v=gl3emqCuueQ&list=PLFE6E58F856038C69&index=8
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- [ ] https://www.youtube.com/watch?v=uFJhEPrbycQ&list=PLFE6E58F856038C69&index=9
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- [ ] Short Series on Recurrence Relations: https://www.youtube.com/playlist?list=PLSVu1-lON6LybCHQs8Io_EhyrEQ4b1xAF
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- [ ] **Dynamic Programming**
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- [ ] Videos:
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- [ ] CSE373 2012 - Lecture 19 - Introduction to Dynamic Programming: https://www.youtube.com/watch?v=Qc2ieXRgR0k&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=19
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- [ ] CSE373 2012 - Lecture 20 - Edit Distance: https://www.youtube.com/watch?v=IsmMhMdyeGY&index=20&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b
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- [ ] CSE373 2012 - Lecture 21 - Dynamic Programming Examples: https://www.youtube.com/watch?v=o0V9eYF4UI8&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=21
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- [ ] CSE373 2012 - Lecture 22 - Applications of Dynamic Programming: https://www.youtube.com/watch?v=dRbMC1Ltl3A&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=22
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- [ ] Skiena: CSE373 2012 - Lecture 19 - Introduction to Dynamic Programming: https://www.youtube.com/watch?v=Qc2ieXRgR0k&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=19
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- [ ] Skiena: CSE373 2012 - Lecture 20 - Edit Distance: https://www.youtube.com/watch?v=IsmMhMdyeGY&index=20&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b
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- [ ] Skiena: CSE373 2012 - Lecture 21 - Dynamic Programming Examples: https://www.youtube.com/watch?v=o0V9eYF4UI8&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=21
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- [ ] Skiena: CSE373 2012 - Lecture 22 - Applications of Dynamic Programming: https://www.youtube.com/watch?v=dRbMC1Ltl3A&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=22
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- [x] Simonson: Dynamic Programming 0 (starts at 59:18): https://youtu.be/J5aJEcOr6Eo?list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&t=3558
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- [x] Simonson: Dynamic Programming I - Lecture 11: https://www.youtube.com/watch?v=0EzHjQ_SOeU&index=11&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm
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- [ ] Simonson: Dynamic programming II - Lecture 12: https://www.youtube.com/watch?v=v1qiRwuJU7g&list=PLFDnELG9dpVxQCxuD-9BSy2E7BWY3t5Sm&index=12
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- [x] 6.006: Dynamic Programming I: Fibonacci, Shortest Paths: https://www.youtube.com/watch?v=OQ5jsbhAv_M&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=19
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- [x] 6.006: Dynamic Programming II: Text Justification, Blackjack: https://www.youtube.com/watch?v=ENyox7kNKeY&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=20
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- [ ] 6.006: DP III: Parenthesization, Edit Distance, Knapsack: https://www.youtube.com/watch?v=ocZMDMZwhCY&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=21
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- [ ] 6.006: DP IV: Guitar Fingering, Tetris, Super Mario Bros.: https://www.youtube.com/watch?v=tp4_UXaVyx8&index=22&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb
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- Coursera:
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- [ ] Coursera:
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- [ ] The RNA secondary structure problem: https://www.coursera.org/learn/algorithmic-thinking-2/lecture/80RrW/the-rna-secondary-structure-problem
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- [ ] A dynamic programming algorithm: https://www.coursera.org/learn/algorithmic-thinking-2/lecture/PSonq/a-dynamic-programming-algorithm
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- [ ] Illustrating the DP algorithm: https://www.coursera.org/learn/algorithmic-thinking-2/lecture/oUEK2/illustrating-the-dp-algorithm
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@ -734,7 +729,7 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- [ ] **Combinatorics (n choose k) & Probability**
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- [ ] Make School: Probability: https://www.youtube.com/watch?v=sZkAAk9Wwa4
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- [ ] Make School: More Probability and Markov Chains: https://www.youtube.com/watch?v=dNaJg-mLobQ
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- [ ] Math Skills: How to find Factorial, Permutation and Combination (Choose): https://www.youtube.com/watch?v=8RRo6Ti9d0U
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- [x] Math Skills: How to find Factorial, Permutation and Combination (Choose): https://www.youtube.com/watch?v=8RRo6Ti9d0U
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- [ ] MIT 6.042J - Probability Introduction: https://www.youtube.com/watch?v=SmFwFdESMHI&index=18&list=PLB7540DEDD482705B
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- [ ] MIT 6.042J - Conditional Probability: https://www.youtube.com/watch?v=E6FbvM-FGZ8&index=19&list=PLB7540DEDD482705B
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- [ ] MIT 6.042J - Independence: https://www.youtube.com/watch?v=l1BCv3qqW4A&index=20&list=PLB7540DEDD482705B
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@ -762,7 +757,11 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- [ ] https://www.youtube.com/watch?v=StdfeXaKGEc&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&index=25
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- [ ] **Caches**
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- LRU cache
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- [ ] LRU cache:
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- [ ] The Magic of LRU Cache (100 Days of Google Dev): https://www.youtube.com/watch?v=R5ON3iwx78M
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- [ ] CPU cache:
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- [ ] MIT 6.004 L15: The Memory Hierarchy: https://www.youtube.com/watch?v=vjYF_fAZI5E&list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-&index=24
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- [ ] MIT 6.004 L16: Cache Issues: https://www.youtube.com/watch?v=ajgC3-pyGlk&index=25&list=PLrRW1w6CGAcXbMtDFj205vALOGmiRc82-
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- [ ] **String searching & manipulations**
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- [ ] Search pattern in text: https://www.coursera.org/learn/data-structures/lecture/tAfHI/search-pattern-in-text
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@ -819,14 +818,18 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- https://www.youtube.com/playlist?list=PL5jc9xFGsL8E12so1wlMS0r0hTQoJL74M
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- stopped here: https://www.youtube.com/watch?v=_N0B5ua7oN8&list=PL5jc9xFGsL8E12so1wlMS0r0hTQoJL74M&index=4
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- [ ] concurrency in Python:
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- https://www.youtube.com/watch?v=MCs5OvhV9S4
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- https://www.youtube.com/watch?v=Obt-vMVdM8s
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- [ ] Python Threads: https://www.youtube.com/watch?v=Bs7vPNbB9JM
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- [ ] Understanding the Python GIL: https://www.youtube.com/watch?v=Obt-vMVdM8s
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- [ ] David Beazley - Python Concurrency From the Ground Up: LIVE! - PyCon 2015: https://www.youtube.com/watch?v=MCs5OvhV9S4
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- [ ] Keynote David Beazley - Topics of Interest (Python Asyncio): https://www.youtube.com/watch?v=ZzfHjytDceU
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- [ ] **Data handling:**
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- see scalability options below
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- [ ] **Scale & Data Handling:**
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- see **Scalability** section below and **Papers**
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- Distill large data sets to single values
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- Transform one data set to another
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- Handling obscenely large amounts of data
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- [ ] https://www.youtube.com/watch?v=9nWyWwY2Onc
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- [ ] https://www.youtube.com/watch?v=H4vMcD7zKM0
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- [ ] **System design**
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- https://www.quora.com/How-do-I-prepare-to-answer-design-questions-in-a-technical-interview?redirected_qid=1500023
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@ -837,6 +840,27 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- simplicity and robustness
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- tradeoffs
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- performance analysis and optimization
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- Lecture Videos - can skip through some if you already have a good OO background
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- [ ] Chapter 1 - Software and Software Engineering: https://www.youtube.com/watch?v=maE3PxV4mk0
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- [ ] Chapter 2 (Part 1) - Basics of Object-Orientation: https://www.youtube.com/watch?v=noe17Sg5Uas
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- [ ] Chapter 2 (Part 2) - Inheritance, polymorphism and review of key Java concepts: https://www.youtube.com/watch?v=NSJ0zNQ2Ilk
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- [ ] Chapter 3 (Part 1) - Reuse, Frameworks, and Basic Client-Server Concepts: https://www.youtube.com/watch?v=H7kLteC0vJY
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- [ ] Chapter 3 (Part 2) - Client-Server Architecture, Network Concepts, and Networking in Java: https://www.youtube.com/watch?v=0W4iYsHjhlY
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- [ ] Chapter 4 (Part 1) - Simplechat and Requirements: https://www.youtube.com/watch?v=_c-lYobWpjc
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- [ ] Chapter 4 (Part 2) - Developing Requirements: https://www.youtube.com/watch?v=JDbZa5q4NzM
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- [ ] Chapter 5 (Part 1) - Class Diagrams: https://www.youtube.com/watch?v=_c-lYobWpjc
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- [ ] Chapter 5 (Part 2) - Aggregation, OCL, Genealogy Example, Process for Developing Diagrams: https://www.youtube.com/watch?v=ozHk4LEaBJs
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- [ ] Chapter 5 (Part 3) - Developing a Class Diagram for the Bank Account Management System: https://www.youtube.com/watch?v=Kg1hL-etRwE
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- [ ] Chapter 6 (Part 1) - Patterns: https://www.youtube.com/watch?v=LAP2A80Ajrg
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- [ ] Chapter 6 (Part 2) - General Hierarchy, Player-Role, Singleton, Observer, Delegation: https://www.youtube.com/watch?v=U8-PGsjvZc4
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- [ ] Chapter 6 (Part 3) - Adapter, Facade, Read-Only Interface, Proxy: https://www.youtube.com/watch?v=7sduBHuex4c
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- [ ] Chapter 7 (Part 1) - Users, Use Cases, User Interface Design: https://www.youtube.com/watch?v=zoANpUOLCn0
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- [ ] Chapter 7 (Part 2) - Evaluating a UI, Implementing a UI in Java: https://www.youtube.com/watch?v=Ip18LJdy6UY
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- [ ] Chapter 8 - State and Activity Diagrams: https://www.youtube.com/watch?v=5IQgKtRuyiY
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- [ ] Chapter 9 (Part 1) - Software Architecture and Design: https://www.youtube.com/watch?v=FMKv8Vozf5c
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- [ ] Chapter 9 (Part 2) - Design Principles, Software Architecture: https://www.youtube.com/watch?v=XQnytAeZrWE
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- [ ] Chapter 9 (Part 3) - Pipe-and-Filter Architecture and Design Documents: https://www.youtube.com/watch?v=ZmsUizg6gPY
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- [ ] Chapter 10 and 11 - Testing process, Inspection, Process Models, Cost Estimation, Team Building: https://www.youtube.com/watch?v=L8x3OuZcEsc
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- [ ] **Familiarize yourself with a unix-based code editor: emacs & vi(m)**
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- suggested by Yegge, from an old Amazon recruiting post
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@ -942,7 +966,7 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- [ ] https://backchannel.com/google-search-will-be-your-next-brain-5207c26e4523
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- [ ] https://backchannel.com/the-deep-mind-of-demis-hassabis-156112890d8a
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## Articles
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## Scalability Articles
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- [ ] https://www.topcoder.com/community/data-science/data-science-tutorials/the-importance-of-algorithms/
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- [ ] http://highscalability.com/blog/2012/3/26/7-years-of-youtube-scalability-lessons-in-30-minutes.html
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@ -965,8 +989,14 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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## Papers:
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- [ ] Computing Weak Consistency in Polynomial Time
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- http://dl.acm.org/ft_gateway.cfm?id=2767407&ftid=1607485&dwn=1&CFID=627637486&CFTOKEN=49290244
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- [ ] The Google File System:
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- http://static.googleusercontent.com/media/research.google.com/en//archive/gfs-sosp2003.pdf
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- [ ] MapReduce: Simplified Data Processing on Large Clusters:
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- http://static.googleusercontent.com/media/research.google.com/en//archive/mapreduce-osdi04.pdf
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- [ ] TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
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- http://download.tensorflow.org/paper/whitepaper2015.pdf
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- [ ] How Developers Search for Code: A Case Study
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- http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/43835.pdf
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@ -980,11 +1010,20 @@ You'll get more graph practice in Skiena's book (see Books section below) and th
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- [ ] AddressSanitizer: A Fast Address Sanity Checker
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- http://static.googleusercontent.com/media/research.google.com/en//pubs/archive/37752.pdf
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- [ ] Computing Weak Consistency in Polynomial Time
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- http://dl.acm.org/ft_gateway.cfm?id=2767407&ftid=1607485&dwn=1&CFID=627637486&CFTOKEN=49290244
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## Coding exercises/challenges:
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Once you've learned your brains out, put those brains to work.
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Take coding challenges every day, as many as you can.
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- How to Find a Solution: https://www.topcoder.com/community/data-science/data-science-tutorials/how-to-find-a-solution/
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- How to Dissect a Topcoder Problem Statement: https://www.topcoder.com/community/data-science/data-science-tutorials/how-to-dissect-a-topcoder-problem-statement/
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- Mathematics for Topcoders: https://www.topcoder.com/community/data-science/data-science-tutorials/mathematics-for-topcoders/
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- Dynamic Programming – From Novice to Advanced: https://www.topcoder.com/community/data-science/data-science-tutorials/dynamic-programming-from-novice-to-advanced/
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- https://courses.csail.mit.edu/iap/interview/materials.php
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- LeetCode: https://leetcode.com/
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@ -1075,7 +1114,7 @@ Some of mine (I already may know answer to but want their opinion or team perspe
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- [ ] **Disjoint Sets & Union Find**
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- [ ] https://en.wikipedia.org/wiki/Disjoint-set_data_structure
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- [ ] UCB 61B - Disjoint Sets; Sorting & selection: https://www.youtube.com/watch?v=MAEGXTwmUsI&list=PL-XXv-cvA_iAlnI-BQr9hjqADPBtujFJd&index=21
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- [ ] CS 61B Lecture 31: Disjoint Sets: https://www.youtube.com/watch?v=wSPAjGfDl7Q&list=PL4BBB74C7D2A1049C&index=31
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- [ ] CS 61B Lecture 31: 5Disjoint Sets: https://www.youtube.com/watch?v=wSPAjGfDl7Q&list=PL4BBB74C7D2A1049C&index=31
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- [ ] https://www.coursera.org/learn/data-structures/lecture/JssSY/overview
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- [ ] https://www.coursera.org/learn/data-structures/lecture/EM5D0/naive-implementations
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- [ ] https://www.coursera.org/learn/data-structures/lecture/Mxu0w/trees
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@ -1088,7 +1127,7 @@ Some of mine (I already may know answer to but want their opinion or team perspe
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- [ ] **Fast Fourier Transform**
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- [ ] Divide & Conquer: FFT: https://www.youtube.com/watch?v=iTMn0Kt18tg&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=4
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- http://jakevdp.github.io/blog/2013/08/28/understanding-the-fft/
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- [ ] http://jakevdp.github.io/blog/2013/08/28/understanding-the-fft/
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- [ ] Integer Arithmetic, Karatsuba Multiplication: https://www.youtube.com/watch?v=eCaXlAaN2uE&index=11&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb
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@ -1128,6 +1167,7 @@ Some of mine (I already may know answer to but want their opinion or team perspe
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- [x] https://backchannel.com/how-google-is-remaking-itself-as-a-machine-learning-first-company-ada63defcb70
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- [ ] Google Developers' Machine Learning Recipes (Scikit Learn & Tensorflow):
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- https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal
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- [ ] Tensorflow: https://www.youtube.com/watch?v=oZikw5k_2FM
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- [x] great course (Stanford): https://www.coursera.org/learn/machine-learning
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- [ ] Google's Deep Learning Nanodegree: https://www.udacity.com/course/deep-learning--ud730
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- [ ] Google/Kaggle Machine Learning Engineer Nanodegree: https://www.udacity.com/course/machine-learning-engineer-nanodegree-by-google--nd009
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@ -1140,6 +1180,17 @@ Some of mine (I already may know answer to but want their opinion or team perspe
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- [ ] **Parallel Programming**
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- https://www.coursera.org/learn/parprog1/home/week/1
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- [ ] Cryptography (see videos below)
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- [ ] Entropy (see videos below)
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- [ ] Discrete math (see videos below)
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- [ ] Go:
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- [ ] A Tour of Go: https://www.youtube.com/watch?v=ytEkHepK08c
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- [ ] Go Programming: https://www.youtube.com/watch?v=CF9S4QZuV30
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- [ ] Why Learn Go?: https://www.youtube.com/watch?v=FTl0tl9BGdc
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--
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## Additional Learning
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@ -1149,6 +1200,10 @@ Some of mine (I already may know answer to but want their opinion or team perspe
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You want to get hired in this century, right?
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- [ ] **More Dynamic Programming**
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- [x] 6.006: Dynamic Programming I: Fibonacci, Shortest Paths: https://www.youtube.com/watch?v=OQ5jsbhAv_M&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=19
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- [x] 6.006: Dynamic Programming II: Text Justification, Blackjack: https://www.youtube.com/watch?v=ENyox7kNKeY&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=20
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- [ ] 6.006: DP III: Parenthesization, Edit Distance, Knapsack: https://www.youtube.com/watch?v=ocZMDMZwhCY&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb&index=21
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- [ ] 6.006: DP IV: Guitar Fingering, Tetris, Super Mario Bros.: https://www.youtube.com/watch?v=tp4_UXaVyx8&index=22&list=PLUl4u3cNGP61Oq3tWYp6V_F-5jb5L2iHb
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- [ ] 6.046: Dynamic Programming & Advanced DP: https://www.youtube.com/watch?v=Tw1k46ywN6E&index=14&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp
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- [ ] 6.046: Dynamic Programming: All-Pairs Shortest Paths: https://www.youtube.com/watch?v=NzgFUwOaoIw&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=15
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- [ ] 6.046: Dynamic Programming (student recitation): https://www.youtube.com/watch?v=krZI60lKPek&list=PLUl4u3cNGP6317WaSNfmCvGym2ucw3oGp&index=12
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@ -1170,10 +1225,6 @@ Sit back and enjoy. "netflix and skill" :P
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- [ ] Discrete Mathematics (19 videos):
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- https://www.youtube.com/playlist?list=PL3o9D4Dl2FJ9q0_gtFXPh_H4POI5dK0yG
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- [ ] Scalability:
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- https://www.youtube.com/watch?v=9nWyWwY2Onc
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- https://www.youtube.com/watch?v=H4vMcD7zKM0
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- [ ] CSE373 - Analysis of Algorithms (25 videos):
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- Skiena lectures from Algorithm Design Manual
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- https://www.youtube.com/watch?v=ZFjhkohHdAA&list=PLOtl7M3yp-DV69F32zdK7YJcNXpTunF2b&index=1
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