OpenCourse: Programming Abstractions / Stanford
「Programming Abstractions」コースはスタンフォード大学が公開している講座です。「Programming Methodology」コースの上級版にあたります。C++言語を用いて、再帰的呼び出し、解析アルゴリズム、抽象化、スタックやキューなどの基本的なデータ構造などを学習します。
コースの詳しい内容やハンドアウトなどの関連資料は、「Stanford School of Engineering - Stanford Engineering Everywhere」のページから参照できます。
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About the CS106 Series at Stanford
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Similarity between C++ & Java: - syntax - variable types - operators - control structures
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C++ Libraries - Standard Libraries
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C++ Console I/O, C++ File I/O, Stream Operations
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Client Use of Templates, Vector Class, Vector Client Interface
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More Containers, Map Class, Uses of Map, Map Client Interface
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Seeing Functions as Data: Specific Plot Functions, Generic Plot Function, Back to the Set
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Common Mistakes Stumbled Upon: 'I'terator, Common Mistakes Stumbled Upon: Concatenating Strings, Solving Problems Recursively, Functional Recursion
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Thinking Recursively, Procedural vs Functional - Recursion, Fractal Code
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Refresh: Permute Code, Tree of Recursive Calls
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Backtracking Pseudocode, Sudoku Solver, Sudoku Code, Cryptarithmetic, Dumb Solver, Smarter Solver, Looking for Patterns
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Pointer Movie, Pointer Operations: Code & Pointer Memory Diagrams, Pointer Basics, Pointer and Dynamic Arrays, Use of Pointers
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Coding with Linked List, Printing the List, Using Recursion to Print List, De-allocating the Memory Used for the Linked List
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Algorithm Analysis, Evaluating the Performance, Analysis of Codes: Statement Counts
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Selection Sort, Live Demo: Working/execution of the Code, Selection Sort Analysis, Insertion Sort Algorithm
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Partitioning for Quicksort, Quicksort Code Working/execution, Quicksort Code
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Sort Template with Callback, Supplying the Callback Function, One Last Convenience: Default Callback Function, Why Object Oriented Programming
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Abstract Data Types, Wall of Abstraction, Why ADTs?
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Rules of Template Implementation, Explanation of the Working, Not Allow Member Wise Copy, InsertAt Function
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Live Coding: Recap of the Vector-based Implementation for Stack, Linked List Implementation for Stack, Live Coding: Linked List Implementation for Stack, Analyzing Push/pop Functions, Queue Implementation
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Buffer: Vector vs Stack, Buffer as Linked List, Cursor Design, Use of Dummy Cell, Linked List Insert/delete, Linked List Cursor Movement
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Map as Vector, A different Strategy: Binary Search Tree, Trees in General, Binary Search Tree for Numbers, Operating on Trees, Tree Traversals at Work
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Pathfinder Demo, Graphs: Examples, Graphs: Explanation, Implementation Strategies, Graph Representation in C++, Nodes and Arcs in C++, Graph Traversals
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Compare Map Implementations, Hashtable Idea, Hash Functions, Hash Collisions
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Lexicon Case Study, Lexicon as Sorted Vector, Lexicon as BST, Lexicon as Hash Table, Summary so Far, Noticing Patterns/repetitions in the Words
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Final Showdown, Thinking About Design, Runtime Performance, Memory Used, Code Complexity, Making Tradeoffs, Array vs Vector, Stack/Queue vs Vector
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Guest Lecturer: Keith Schwarz, About the C++ Language, Quick History of C++, C++ Philosophy, C++ Without genlib.h, A Working genlib.h Replacement
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