Python Algorithms for App Development
Master algorithmic thinking and Python implementation to build efficient and effective applications.
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Introduction to Algorithms and Python Fundamentals
Unit 1: Understanding Algorithms and Python Basics
What are Algorithms?
Python: A Quick Tour
Setting Up Python
Unit 2: Data Structures and Control Flow
Lists in Python
Dictionaries in Python
If, Elif, and Else
Looping with For
Looping with While
Unit 3: Functions in Python
Functions: The Basics
Function Parameters
Searching and Sorting Algorithms in Python
Unit 1: Linear and Binary Search
Linear Search Intro
Linear Search in Python
Binary Search Explained
Binary Search in Python
Search Time Complexity
Unit 2: Basic Sorting Algorithms
Bubble Sort Explained
Bubble Sort in Python
Selection Sort
Selection Sort in Python
Insertion Sort
Unit 3: Sorting Algorithm Analysis
Insertion Sort in Python
Sorting Time Complexity
Algorithm Design Techniques
Unit 1: Iteration Techniques
Intro to Iteration
For Loops in Python
While Loops in Python
Unit 2: Recursion Techniques
Intro to Recursion
Writing Recursive Funct
Recursion vs. Iteration
Unit 3: Divide and Conquer
Divide and Conquer
Merge Sort
Quick Sort
Binary Search
Applying Algorithms to Real-World Problems and Testing
Unit 1: Problem Solving with Algorithms
Algorithmic Thinking
Problem to Algorithm
Data Structures in Apps
Unit 2: Testing and Debugging
Testing Algorithms
Writing Test Cases
Debugging Techniques
Using a Debugger
Unit 3: Optimization and Performance
Algorithm Efficiency
Optimizing Python Code
Profiling Your Code