All Katas - ML Katas

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Custom Gradient with `jax.custom_vjp`

this week hard (<30 mins) | autograd jax custom-gradient vjp

Implement a function with a custom gradient using `jax.custom_vjp`. This is useful for numerical stability or for defining gradients for non-differentiable operations. A good example is a function...
Physics-Informed Neural Network (PINN) for an ODE

this week hard (<30 mins) | pytorch autograd ode pinn physics

### Description Solve a simple Ordinary Differential Equation (ODE) using a Physics-Informed Neural Network. A PINN is a neural network that is trained to satisfy both the data and the underlying...