agitation

bayes_opt_with_constraints

A Python implementation of global optimization with gaussian processes.

bfgs

Implementation of BFGS within Python

bibtex_formatter

Format titles properly and automatically replace journal titles with their ISO4 abbreviations.

biomass_supply_chain

black_box_miniproject

chem_llm_hackathon

Repository for the Imperial 2023 large language model hackathon.

constraint_dropping

emukit

Reworking of the multi-fidelity deep GP

evolutionary-algorithm

Evolutionary algorithm described and implemented in Python.

gpjax

Gaussian processes in JAX.

gradient-descent

Gradient Descent Optimization with visualization within Python

hamiltonian-monte-carlo

Implementation and description of the Hamiltonian Monte Carlo algorithm

humbo

intervalanalysis.jl

linear-regression

An analysis of shrinkage methods for linear regression (adapted from 'Elements of Statistical Learning')

mccabe-thiele

McCabe Thiele with Murphree Efficiency implemented within Python

neia

Noisy Expected Improvement Approximations

nonconvex_ro

opt_benchmark_ontology

particle-swarm

Implimentation of Particle Swarm optimization in Python.

pc-gym

Reinforcement learning environments for process control applications.

project-initialisation

Script to automate the initialisation of an academic python project.

rbf-functions-for-surrogate-optimisation

An Implementation of Radial Basis Functions for means of approximating a function, with applications within surrogate based optimization

reactor_benchmark

A set of reactor design benchmark problems to evaluate high-dimensional, expensive, and potentially multi-fidelity optimisation algorithms.

romodel

Modeling robust optimization problems in Pyomo

simplex-visualisation

visualisation and implementation of the simplex algorithm in 3D

simulated-annealing

Simulated Annealing implimented within Python 3.0

stirred-tank-cfd-validation

CFD Validation of Stirred Tank Reactor

sudoku-solving-framework

A framework and visualisation tool for solving sudokus using stochastic optimisation