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: 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 ...
π Excited to Share My Latest Project: Auto Differentiation Library! π I recently developed an Auto Differentiation Library in Python, inspired by frameworks like PyTorch. This library enables ...
I'm excited to share my latest article, "A Practical Guide to Automatic Differentiation in Python: Implementing from Scratch and Exploring Alternative Strategies." This comprehensive guide delves into ...
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