francium 0.0.3.dev1

A simple library for testing out AI Algorithms

Projekt Francium

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A package to test out AI Algorithms in Python

Install

pip install git+https://github.com/satyajitghana/ProjektFrancium

Example Usage

import francium.algorithms.hill_climbing as hc
import francium.core.eval_functions as eval_functions
from francium.core import State

agent = hc.Agent(step_size=1e-1)
env = hc.Environment(x_bounds=(-5.0, 5.0), y_bounds=(-5.0, 5.0), eval_func=eval_functions.sinx_plus_x)
solver = hc.Solver(agent=agent, environment=env)

solver.init_solver(
    init_state=State({
        'x': 4.0,
        'y': 2.0,
        'z': env.evaluation_func(4.0, 2.0)
    })
)

for episode in range(1000):
    trainable = solver.train_step()
    if not trainable:
        break

solver.plot_history()

env.plot_environment()

see notebooks for more examples

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