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This course provides an introduction to mathematical modeling of computational problems.
0
English
English [CC]
FREE
- Learn basic syntax that can apply to any language.
- Learn what is a programming language and the basic concepts for beginners.
- Understand what is Javascript in it's truest form.
- Know the basic syntax of Javascript.
- Know some hidden quirks in Javascript.
Description
It covers the common algorithms, algorithmic paradigms, and data structures used to solve these problems. The course emphasizes the relationship between algorithms and programming, and introduces basic performance measures and analysis techniques for these problems
Course content
- Algorithmic Thinking, Peak Finding Unlimited
- Models of Computation, Document Distance Unlimited
- Insertion Sort, Merge Sort Unlimited
- Heaps and Heap Sort Unlimited
- Binary Search Trees, BST Sort Unlimited
- AVL Trees, AVL Sort Unlimited
- Counting Sort, Radix Sort, Lower Bounds for Sorting Unlimited
- Hashing with Chaining Unlimited
- Table Doubling, Karp-Rabin Unlimited
- Open Addressing, Cryptographic Hashing Unlimited
- Integer Arithmetic, Karatsuba Multiplication Unlimited
- Square Roots, Newton’s Method Unlimited
- Breadth-First Search (BFS) Unlimited
- Depth-First Search (DFS), Topological Sort Unlimited
- Single-Source Shortest Paths Problem Unlimited
- Dijkstra Unlimited
- Bellman-Ford Unlimited
- Speeding up Dijkstra Unlimited
- Dynamic Programming I: Fibonacci, Shortest Paths Unlimited
- Dynamic Programming II: Text Justification, Blackjack Unlimited
- Dynamic Programming III: Parenthesization, Edit Distance, Knapsack Unlimited
- Dynamic Programming IV: Guitar Fingering, Tetris, Super Mario Bros. Unlimited
- Computational Complexity Unlimited
- Topics in Algorithms Research Unlimited
Instructor
Massachusetts Institute of Technology
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