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CSCA48 Course Summary
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Announcements Exam period office hours: will be posted
Check your marks! A1, E1, E2, E3, labs, midterms all posted Will post to Piazza when E4 and A2 marks available Report errors before the final exam Fill out course evaluations on intranet! By Monday, April 9th
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Course Summary This course introduced the science of computing
Tools and techniques that affect all parts of the software lifecycle: specification, design, testing, and implementation
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Topics classes & inheritance abstract data types (ADTs)
object oriented analysis (OOA) exceptions testing recursion memory model trees (including BSTs and heaps) sorting linked lists time analysis (big O) pygame basics
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Abstract Data Types (ADTs)
Standard abstractions that have proven useful in computer science Abstract: the user doesn't want to know how it works (implementation), but how it will work (public interface) Data: what information are you recording? Type: a structure that encapsulates a concept that is common to an entire set (type) of instances
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ADTs we've seen stack queue priority queue list
operations: push(item), pop(), is_empty() queue operations: enqueue(item), dequeue(), is_empty() priority queue operations: insert(item, priority), extract_max(), is_empty() list operations: insert, remove, get item at index
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Data Structures Data Structure: a particular way to implement an ADT.
"regular" lists linked lists trees made from linked structures (with Node class) made from lists Binary Search Trees Heaps On the exam: Trace through insert / remove algorithms for BSTs and heaps Write functions dealing with trees and linked lists more on data structures in CSCB63
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Testing Test-driven development: a common, successful industry-developed approach to writing code Write header, write docstring, write some tests, then implement Add tests as you think of them Mantras: 0, 1, many; even, odd; empty, full; general case Tests serve to document code, especially at early stages Test documentation needs to be clear about why tests exists On the exam: Design a set of test cases Be able to use assert statements Do not need to write unittest code from scratch
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Implementation Properties of a good program On the exam:
Abstraction: what real-world objects are you modeling? Reuse: design your code to avoid duplication Encapsulation: each method/function should do one thing; each class should model one concept Exception handling: design your code to fail gracefully On the exam: Object Oriented Analysis! Example: Give the class structure for a tic-tac-toe game. For each class, write the header and docstring for every method. more on designing large programs in CSCB07
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Recursion Thinking recursively Termination / base case
Recursion vs. iteration Examples Fast sorting: mergesort, quicksort, heapsort Tree traversals CSCC24 is compellingly riddled with recursion
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Complexity and Time Analysis
How efficient is this program? On the exam: Big O notation e.g. If a heap has n elements, extract_max takes O(log n) steps Which operation is faster? e.g. For a singly-linked list: Inserting near the front is faster than inserting near the end. Do not need to write profiling code or read profiling output More on analysis of programs in B36, C63, C73
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What's next? Systems Theory Communications and security
Operating Systems What can you compute? Compilers Proving code is correct Programming languages Analyzing running time and space used Databases Proving your algorithm takes minimal time and/or space Communications and security Network protocols Time/space trade-offs Security New data structures Concurrency Human-computer Interaction Software Engineering Psychology Requirements analysis Usability studies Design patterns, architecture Interface design Metrics to access / predict cost, quality, complexity Tools for making robust software design in a team
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Final Exam 3 hours no aids allowed
material from lectures, labs, exercises, assignments, reading What's it like? Recent exams are in Python Older exams are in Java, but still have questions that work in Python last pages are reference sheets (like on midterms)
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Sorts of Questions Trace code (give output, draw memory model)
Write test cases Play with linked lists, trees, stacks, queues, etc lots of this! Design / implement / use a class Analyze runtime (big O, which is faster?)
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