Advanced Python Programming: Data Structures and Algorithms

Elevate your Python skills by mastering advanced data structures and algorithms, unlocking efficient solutions for complex real-world problems.

Python Foundations and Core Data Structures

Unit 1: Advanced Python Fundamentals

Unit 2: Core Data Structures: Lists and Tuples

Unit 3: Core Data Structures: Dictionaries and Sets

Unit 4: Abstract Data Types (ADTs)

Abstract Data Types: Stacks, Queues, Linked Lists, Trees and Heaps

Unit 1: Stacks

Unit 2: Queues

Unit 3: Linked Lists

Unit 4: Trees

Unit 5: Heaps

Algorithm Design and Analysis

Unit 1: Asymptotic Analysis with Big-O

Unit 2: Searching and Sorting Algorithms

Unit 3: Hashing Techniques

Unit 4: Dynamic Programming and Greedy Algorithms

Graph Algorithms and Advanced Data Structures

Unit 1: Graph Traversal and Shortest Paths

Unit 2: Minimum Spanning Trees and Network Flow

Unit 3: Topological Sorting and Advanced Trees

Unit 4: Tries, Bloom Filters, and Disjoint Sets

Practical Applications, Optimization, and Modern Trends

Unit 1: Data Structures and Algorithms in Real-World Applications

Unit 2: Python Code Optimization and Performance Tuning

Unit 3: Modern Trends and Libraries