4.7
Beginner
29h
Data Structures with Generic Types in Python
Gain insights into array-based and linked list-based data structures, explore advanced structures like skiplists and hashing, and discover template-based collections for efficient data storage and retrieval.
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Data structures and algorithms are essential in computer science since they play a crucial role in efficient information retrieval and processing, dealing with files, storing contacts on phones, social networks and web searches.
In this course, you’ll learn about the array-based implementation of various linear data structures, stack, and queues. You’ll also learn about linked list-based implementation. Next, you’ll explore advanced data structures like skiplists and hashing. You’ll learn how to implement a variety of trees and graphs, and data structures related to bits of an integer. Toward the end of the course, you’ll learn the implementation of structures based on external storage.
After completing this course, you’ll be able to create reusable programs with template-based collections that can efficiently analyze how to optimize the storage and retrieval of very large amounts of data. Overall, this course will enhance your productivity and performance as a software developer.
Data structures and algorithms are essential in computer science since they play a crucial role in efficient information retriev...Show More
WHAT YOU'LL LEARN
A thorough understanding of data structures and algorithms
Working knowledge of array-based, linked list-based, and blended implementations
Hands-on experience of Python interfaces, classes, and templates
Familiarity with complexity analysis of data structures and related algorithms
A thorough understanding of data structures and algorithms
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Content
1.
Overview
8 Lessons
Get familiar with data structures, their efficiency, interfaces, and mathematical basics in Python.
2.
Array-Based Lists
10 Lessons
Unpack the core of array-based lists, including stacks, queues, deques, and efficiency optimizations.
Array Implementation of StackArrayQueue: An Array-Based QueueArrayDeque: Fast Deque Operations Using an ArrayDualArrayDeque: Building a Deque from Two StacksRootishArrayStack: A Space-Efficient Array StackAnalysis of RootishArrayStackQuiz on Array-Based ListsDiscussion on Array-Based ListsExercise: Array-Based ListsSolution: Array-Based Lists
3.
Linked Lists
7 Lessons
Work your way through SLList, DLList, and SEList efficiency, operations, and analysis.
4.
Skiplists
8 Lessons
Enhance your skills in efficient data structure management with skiplists' O(log n) operations.
5.
Hash Tables
7 Lessons
Dig into hash tables, their types, hashing techniques, practical exercises, and performance discussions.
6.
Binary Trees
5 Lessons
Simplify complex topics related to binary tree structures, their operations, and practical implementations.
7.
Random Binary Search Trees
6 Lessons
Piece together the parts of Random Binary Search Trees, Treaps, theoretical analysis, and implementation exercises.
8.
Scapegoat Trees
6 Lessons
Step through Scapegoat Trees, analyzing operations, performance, and optimization techniques.
9.
Red-Black Trees
5 Lessons
Get started with red-black trees for efficient and balanced data structure operations.
10.
Heaps
6 Lessons
Break apart heaps, including binary and meldable, with their implementation and efficiency.
11.
Sorting Algorithms
9 Lessons
Grasp the fundamentals of merge-sort, quicksort, heapsort, comparison bounds, and counting-based sorting techniques.
12.
Graphs
8 Lessons
Deepen your knowledge of graph structures, their representations, traversals, and algorithms.
13.
Data Structures for Integers
4 Lessons
Investigate integer data structures like BinaryTrie, XFastTrie, and YFastTrie for efficient operations.
14.
External Memory Searching
6 Lessons
Master efficient external memory searching with B-trees, focusing on balanced depth and minimal disk access.
Certificate of Completion
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