CS
From charlesreid1
Computer Science: the science of problem-solving with computers (computational devices, computational methods)
Study Notes
See CS study plan repo for more detailed notes: https://charlesreid1.com:3000/cs/study-plan
We're focusing on a few different topics:
- Ramping up level of fluency of Java and Python, developing working knowledge of/familiarity with 5-10 languages (git.charlesreid1.com)
- Core software engineering/computer science theory
- Mathematics and numerical computing
- Machine learning
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Computer Science notes on computer science topics on the wiki, for educational and learning purposes
Part of the 2017 CS Study Plan.
Python/Exceptions · Python/Assertions · Python/Decorators Python/Os (os module) · Python/Strings Python/Splat · Python/Iterators · Python/Generators Python/Comparators · Python/Lambdas
Builtin features of Java: Java/Exceptions · Java/Assertions · Java/Memory · Java/Interfaces Java/Generics · Java/Decorators · Java/Diamond Notation Java/Iterators · Java/Iterable · Iterators vs Iterable Java/Comparators · Java/Comparable · Comparators vs Comparable Java/Numeric · Java/TypeChecking · Java/Testing · Java/Timing · Java/Profiling Documentation: Javadocs · Java/Documentation Tools and functionality: Java/URLs · Java/CSV External libraries: Guava · Fastutil · Eclipse Collections OOP: OOP Checklist · Java/Abstract Class · Java/Encapsulation · Java/Generics
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See also:
Topics
Computer Science
Link: https://charlesreid1.com:3000/cs/study-plan/src/master/TODOSoftwareEngineering.md
CS list of topics:
- Arrays
- Python - list type - Arrays/Python
- Java - Arrays class, ArrayList class - Arrays/Java
- Lists
- ArrayLists - array-based, continguous allocation of memory
- LinkedLists - link-based system of organizing memory allocated on the fly
- Java - singly, circularly, doubly linked lists - Linked Lists/Java
- Python - linked list implementation in Python Linked Lists/Python
- C - Skiena covers a linked list implementation in C... Linked Lists/C
- StacksQueues
- Python - implementing array-based stack/queue/deque data type - StacksQueues/Python
- Java - using built-in stack/queue ADTs, implementing array-based stack/queue/deque type - StacksQueues/Java
- C - Skiena covers the use of a C linked list to implement a stack/queue in C... StacksQueues/C
- Priority Queues are special queues where the items are maintained in a shorted order.
- Skiena Chapter 3 gave a more advanced and succinct introduction to data structures: see Advanced Data Structures
- Dictionaries, a.k.a. Maps
- Python - dictionaries are built-in types in Python. JSON-like structures, key-value pairs.
- Java - using built-in Map type from Java Collections library allows mapping arbitrary types to other types
- C - Skiena covers the use of C to create a dictionary as well, by using a linked list to implement the interface of a dictionary.
- Binary Trees
- C - again, Skiena covers a C implementation of a binary tree using a linked list type of structure.
- Abstract Data Types - general classes of data structures
Numerics
Link: https://charlesreid1.com:3000/cs/study-plan/src/master/TODONumerics.md
Following the content of Numerical Recipes - algorithmic analysis, &c.
Numerics topics corresponding to particular chapters:
- Linear algebra
- Interpolation and Extrapolation
- Integration and Evaluation of Functions
- Root Finding