TensorFlow Probability Optimizer python package.
Modules
linesearch module: Line-search optimizers package.
Classes
class StochasticGradientLangevinDynamics: An optimizer module for stochastic gradient Langevin dynamics.
class VariationalSGD: An optimizer module for constant stochastic gradient descent.
Functions
bfgs_minimize(...): Applies the BFGS algorithm to minimize a differentiable function.
differential_evolution_minimize(...): Applies the Differential evolution algorithm to minimize a function.
differential_evolution_one_step(...): Performs one step of the differential evolution algorithm.
lbfgs_minimize(...): Applies the L-BFGS algorithm to minimize a differentiable function.
nelder_mead_minimize(...): Minimum of the objective function using the Nelder Mead simplex algorithm.
nelder_mead_one_step(...): A single iteration of the Nelder Mead algorithm.