LEC # | TOPICS | |
---|---|---|
Unit 1: Introduction | ||
1 | Algorithmic thinking, peak finding (PDF - 1.9MB) | |
2 | Models of computation, document distance
| |
Unit 2: Sorting and Trees | ||
3 | Insertion sort, merge sort (PDF) (Courtesy of Charles Leiserson, Piotr Indyk, Constantinos Daskalakis, and Srini Devadas. Used with permission.) | |
4 | Heaps and heap sort (PDF) (Courtesy of Charles Leiserson, Piotr Indyk, Constantinos Daskalakis, and Srini Devadas. Used with permission.) | |
5 | Binary search trees, BST sort (PDF - 1.2MB) | |
6 | AVL trees, AVL sort
| |
7 | Counting sort, radix sort, lower bounds for sorting | |
Unit 3: Hashing | ||
8 | Hashing with chaining | |
9 | Table doubling, Karp-Rabin | |
10 | Open addressing, cryptographic hashing (PDF) | |
Unit 4: Numerics | ||
11 | Integer arithmetic, Karatsuba multiplication (PDF) | |
12 | Square roots, Newton's method (PDF) | |
Unit 5: Graphs | ||
13 | Breadth-first search (BFS) | |
14 | Depth-first search (DFS), topological sorting | |
Unit 6: Shortest Paths | ||
15 | Single-source shortest paths problem (PDF) | |
16 | Dijkstra (PDF) | |
17 | Bellman-Ford (PDF - 1.2MB) | |
18 | Speeding up Dijkstra (PDF - 1.1MB) | |
Unit 7: Dynamic Programming | ||
19 | Dynamic programming I: Fibonacci, shortest paths | |
20 | Dynamic programming II: text justification, blackjack | |
21 | Dynamic programming III: parenthesization, edit distance, knapsack | |
22 | Dynamic programming IV: guitar fingering, Tetris, Super Mario Bros. | |
Unit 8: Advanced Topics | ||
23 | Computational complexity | |
24 | Topics in algorithms research |