Overview¶
This chapter covers fundamental data structures in Python, focusing on their implementation, use cases, and performance characteristics. We explore both built-in Python data structures and specialized libraries for data manipulation and analysis.
Lectures¶
Basic Data Structures
- Lists: Python's versatile sequence type
- Stack: Last-In-First-Out (LIFO) data structure
- Queue: First-In-First-Out (FIFO) data structure
- Hash Map: Key-value storage with O(1) operations
Advanced Data Processing
- NumPy Arrays: Efficient numerical computing
- Pandas DataFrame: Data manipulation and analysis
- Polars: Modern, high-performance DataFrame library
- Multiprocessing: Parallel processing techniques