Udacity.com Design of Computer Programs

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Udacity.com - Design of Computer Programs | 2.74 GB
Genre: E-Learning

Design of Computer Programs...

Class Summary
Learn new concepts, patterns, and methods that will expand your programming abilities, helping move you from a novice to an expert programmer.
What do I need to know?
This course assumes previous programming experience, comparable to what is covered by the Udacity CS101 course.

What will I learn?
Move along the path towards becoming an expert programmer! In this class you will practice going from a problem description to a solution, using a series of assignments.
Peter Norvig is Director of Research at Google Inc. He is also a Fellow of the American Association for Artificial Intelligence and the Association for Computing Machinery. Norvig is co-author of the popular textbook Artificial Intelligence: A Modern Approach. Prior to joining Google he was the head of the Computation Sciences Division at NASA Ames Research Center.

Syllabus
Unit 1: Winning Poker Hands
Steps of the design process; Developing for clarity and generality; Arguments for program correctness; Experimentation and simulation.; Design tradeoffs; Simplicity and Clarity. Decomposition and composability.
Unit 2: Back of the Envelope
Back of envelope calculations; When to use brute force and when to be clever; The Zebra puzzle; Generator expressions; Permutations and combinations. Cryptarithmetic; Recursive and wishful thinking.
Unit 3: Regular Expressions, other languages and interpreters
Defining the language of regular expressions; Interpreting the language; Defining the set of strings matched by a regular expression; Other languages.
Unit 4: Dealing with complexity through search
Search: finding your way with a flashlight or boat; pouring water. Analyzing the efficiency of an algorithm; Recurrence relations; Matching data types with algorithms; Longest palindrome substring algorithm.
Unit 5: Dealing with uncertainty through probability
Probability: the game of Pig; Maximizing expected utility to optimize strategy.
Unit 6: Word Games
Managing complexity; Large sets of words; Appropriate data structures; Word games.
Unit 7: Conclusion
Final exam/project
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Tags: Computer, Programs, Design, Udacity
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