Programming Principles. Understanding how to approach programming problems and devise a solution is an essential skill for any Python developer. In this course, you’ll learn new concepts, patterns, and methods that will expand your coding abilities from programming expert, Peter Norvig.
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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. During office hours segments, Peter will also share his own personal tips and tricks for approaching programming problems - and his techniques may surprise you!
What You Will Learn
Lesson 1
Winning Poker Hands
- Steps of the design process and developing for clarity and generality.
- Arguments for program correctness and experimentation and simulation.
- Design tradeoffs; Simplicity and Clarity. Decomposition and composability.
Lesson 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; Longest palindrome substring algorithm.
Lesson 3
Regular Expressions, other languages and interpreters
- Defining the language of regular expressions and Interpreting the language.
- Defining the set of strings matched by a regular expression
- Other languages.
Lesson 4
Dealing with complexity through search
- Search: finding your way with a flashlight or boat.
- Analyzing the efficiency of an algorithm.
- Recurrence relations and Matching data types with algorithms.
Lesson 5
Dealing with uncertainty through probability
- Probability: the game of Pig.
- Maximizing expected utility to optimize strategy.
Lesson 6
Word Games
- Managing complexity.
- Large sets of words.
- Appropriate data structures.
Lesson 7
Conclusion
- Interviews and practice exam.
Prerequisites and Requirements
This course is intended for experienced Python programmers; students should be familiar with the Python syntax, as well as familiar with the following programming concepts: data structures, basic algorithms, and lambda functions.This course is intended to challenge you. Be ready to struggle (and learn)!