Welcome to neurodiffeq’s documentation!

Contents:

• Introduction
  • Differential Equations
    • Ordinary Differential Equations
    • System of Ordinary Differential Equations
  • Partial Differential Equations
  • About NeuroDiffEq
  • Two examples
    • Lotka–Volterra equations
    • Poisson’s equation
• Getting Started
  • Solving ODEs
    • ODE Example 1: Exponential Decay (using the legacy solve function)
    • ODE Example 2: Harmonic Oscilator
  • Solving Systems of ODEs
    • Systems of ODE Example 1: Harmonic Oscilator
    • Systems of ODE Example 2: Lotka–Volterra equations
    • Tired of the annoying warning messages? Let’s get rid of them by using a ‘Solver’
  • Solving PDEs
    • PDE Example 1: Laplace’s Equation
    • PDE Example 2: 1-D Heat Equation
  • Irregular Domain
• Advanced Uses
  • Tuning the Solver
    • Simple Harmonic Oscillator Example
    • Specifying the Networks
    • Specifying the Training Set and Validation Set
    • Specifying the Optimizer
    • Specifying the Loss Function
  • Access the Internals
    • Using a solve* function to get internals
    • Using a Solver* instance to get internals
• API Reference
  • neurodiffeq.neurodiffeq
  • neurodiffeq.networks
  • neurodiffeq.conditions
  • neurodiffeq.solvers
  • neurodiffeq.monitors
  • neurodiffeq.ode
  • neurodiffeq.pde
  • neurodiffeq.pde_spherical
  • neurodiffeq.temporal
  • neurodiffeq.function_basis
  • neurodiffeq.generators
  • neurodiffeq.operators
  • neurodiffeq.callbacks
  • neurodiffeq.utils
• How Does It Work?
  • Satisfying the Equation
  • Satisfying the Initial/Boundary Conditions
  • The implementation

Indices and tables

• Index
• Module Index
• Search Page