This repository contains the experiments and exercises with various numerical methods for root-finding, optimization, differentiation and integration. Some of these methods are applied to solving ...

Nummerical differentiation using Python. This script allows you to calculate the nummerical derivative of a (1+2)D (1 time coordinate, 2 spatial) dataset. The original data is captured using a ...

Abstract: Python has become the programming language of choice for research and industry projects related to data science, machine learning, and deep learning. Since optimization is an inherent part ...

Understanding how convolutional neural networks (CNNs) operate is essential in deep learning. However, implementing these networks, especially convolutions and gradient calculations, can be ...

Abstract: We present auto_diff, a package that performs automatic differentiation of numerical Python code. auto_diff overrides Python's NumPy package's functions, augmenting them with seamless ...