ilang 0.3.1

Inference Language for Volumetric Imaging

Inference language for volumetric imaging.

#!/usr/bin/env python

from ilang import Graphs, Samplers, Tracers # .. more documentation is required, see the examples in the /examples folder. # Look at how ilang is used in occiput.io

Installation

Linux, MacOsX, Windows

There are two ways to install under Linux, MacOsX and Windows:

1. If pip is installed:

pip install ilang

2. Download source files, uncompress, at the command line cd to the downloaded folder and run:

python setup.py build test install

Features

Samplers

1. Metropolis Hastings Markov Chain Monte Carlo

2. Hamiltonian Monte Carlo

3. Langevin Adjusted Metropolis Hastings Markov Chain Monte Carlo

Optimizers

3. Gradient Descent

4. Stochastic Gradient Descent

5. Expectation Maximization

Website

ilang home page.