Date of Award
Bachelor of Science
Computer Science & Mathematics; College of Arts & Sciences
This paper has two objectives. 1. It simplifies the Mathematics behind a simple Neural Network. Furthermore, it explores how Neural Networks can be modeled using Ordinary Differential Equations(ODE). 2. It implements a simple example of an ODE Neural network using diffeqflux.jl library. My paper is based on the paper "Neural Ordinary Differential equations" paper and contains multiple extracts from this paper and hence the work in chapter 4 should not be considered original work as it aims to explain the mathematics in the original paper and all credit is due to the authors of the paper . This paper was among on the 5 papers to be recognized at the 2018 annual conference NeurIPS(Neural Information Processing Systems)
Saeed, Muhammad Moiz, "Ordinary Differential Equation NeuralNetworks: Mathematics and Application using Diffeqflux.jl" (2019). Senior Capstone Theses. 43.