Unit 1: Fundamentals of Data Structures and Algorithms
Unit 2: Big O Notation
Unit 3: Trade-offs
Data Structures and Algorithms for Data Science with Python
Master fundamental data structures and algorithms in Python to optimize data analysis workflows and solve complex data science problems.
Unit 1: Arrays in Python
Unit 2: Linked Lists in Python
Unit 3: Arrays vs. Linked Lists
Unit 1: Introduction to Stacks
Unit 2: Introduction to Queues
Unit 3: Advanced Stack and Queue Applications
Unit 1: Understanding Hash Tables
Unit 2: Hash Tables in Python
Unit 3: Complexity and Applications
Unit 1: Introduction to Sorting Algorithms
Unit 2: Basic Sorting Algorithms
Unit 3: Advanced Sorting Algorithms
Unit 4: Comparing and Applying Sorting Algorithms
Unit 1: Linear Search
Unit 2: Binary Search
Unit 3: Advanced Searching
Unit 1: Introduction to Trees
Unit 2: Binary Search Trees (BSTs)
Unit 3: BST Implementation and Analysis
Unit 1: Introduction to Graphs
Unit 2: Graph Representations
Unit 3: Graph Traversal Algorithms
Unit 4: Applications and Relevance