NumPy
(นัมไพ)
Definition
NumPy (นัมไพ) Tool
NumPy is a fundamental Python library used for scientific computing, providing support for large multidimensional arrays and matrices, along with a collection of mathematical functions to operate on these arrays efficiently.
Expertise Level
Level 1
Basic
1. Understands the purpose and basic features of NumPy.
2. Can create and manipulate one-dimensional and two-dimensional arrays.
3. Familiar with basic array operations such as slicing, indexing, and reshaping.
Level 2
Intermediate
1. Can perform mathematical and statistical operations using NumPy functions.
2. Understands broadcasting rules and applies them in array computations.
3. Able to work with multidimensional arrays and perform complex indexing.
Level 3
Advanced
1. Can optimize performance of numerical computations using advanced NumPy techniques.
2. Able to integrate NumPy with other scientific libraries for complex data processing.
3. Develops custom functions to extend NumPy capabilities and handles large scale data efficiently.
