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Syllabus
About this course
Schedule
Python
Python: basics
A1: Document Similarity
Python: objects
A2: Game of Life
Functional programming
A3: Music Database
Data structures
ADTs, queues, and linked lists
A4: Pac-man Value Function
List and stack ADTs
A5: Reverse Polish Notation
Analysis of data structures
A6: Implementation of Lists
Trees and depth-first search
A7: Parsing HTML
Recursion
A8: Quadtrees
Grammar and parsing
A9: Parsing with Grammars
Graphs
A10: Text Adventure
BFS and PageRank
A11: Web Crawling
Priority queues and heaps
A12: Heaps and Event Simulation
Uniform-cost search
Heuristic search
A13: Multi-Robot Mazeworld
Sets
A14: Blind Robot
Hash tables
Balanced search trees
Reasoning
Propositional logic
Probability
Markov models
Information and compression
First-order logic
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Probability
Stub notes — full content to come. Topics for this session:
Binary random variables
Joint distributions