GitPlanet

Cheap and reliable Node.js hosting starts at $3/month, and $1/month static HTML hosting

Created with love in Canada, visit hostnodejs.com today

Feel like to post an Ad? Learn Details
All Projects → OfirKP → CamelsOptimizer

OfirKP / CamelsOptimizer

Licence: GPL-2.0 License
Yes, it's a camel case.

Programming Languages

Jupyter Notebook
11667 projects

Labels

hyperparameter-optimizationblack-box-optimizationbayesian-optimizationcamels

Projects that are alternatives of or similar to CamelsOptimizer

Chocolate
A fully decentralized hyperparameter optimization framework
Stars: ✭ 112 (+558.82%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
ultraopt
Distributed Asynchronous Hyperparameter Optimization better than HyperOpt. 比HyperOpt更强的分布式异步超参优化库。
Stars: ✭ 93 (+447.06%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Hypertunity
A toolset for black-box hyperparameter optimisation.
Stars: ✭ 119 (+600%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Gradient Free Optimizers
Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.
Stars: ✭ 711 (+4082.35%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
syne-tune
Large scale and asynchronous Hyperparameter Optimization at your fingertip.
Stars: ✭ 105 (+517.65%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Bayeso
Simple, but essential Bayesian optimization package
Stars: ✭ 57 (+235.29%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Hyperactive
A hyperparameter optimization and data collection toolbox for convenient and fast prototyping of machine-learning models.
Stars: ✭ 182 (+970.59%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Hpbandster
a distributed Hyperband implementation on Steroids
Stars: ✭ 456 (+2582.35%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
mango
Parallel Hyperparameter Tuning in Python
Stars: ✭ 241 (+1317.65%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Gpflowopt
Bayesian Optimization using GPflow
Stars: ✭ 229 (+1247.06%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Auto Sklearn
Automated Machine Learning with scikit-learn
Stars: ✭ 5,916 (+34700%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
hyper-engine
Python library for Bayesian hyper-parameters optimization
Stars: ✭ 80 (+370.59%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Smac3
Sequential Model-based Algorithm Configuration
Stars: ✭ 564 (+3217.65%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Nni
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Stars: ✭ 10,698 (+62829.41%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Hyperparameter Optimization Of Machine Learning Algorithms
Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear)
Stars: ✭ 516 (+2935.29%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Mlrmbo
Toolbox for Bayesian Optimization and Model-Based Optimization in R
Stars: ✭ 173 (+917.65%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Sherpa
Hyperparameter optimization that enables researchers to experiment, visualize, and scale quickly.
Stars: ✭ 289 (+1600%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Simple
Experimental Global Optimization Algorithm
Stars: ✭ 450 (+2547.06%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
Cornell Moe
A Python library for the state-of-the-art Bayesian optimization algorithms, with the core implemented in C++.
Stars: ✭ 198 (+1064.71%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
differential-privacy-bayesian-optimization
This repo contains the underlying code for all the experiments from the paper: "Automatic Discovery of Privacy-Utility Pareto Fronts"
Stars: ✭ 22 (+29.41%)
Mutual labels:  hyperparameter-optimization, bayesian-optimization
View All Similar Projects ➔

CamelsOptimizer 🐫

Yet another camel case. Finding the optimal person to be traded for camels using Bayesian Optimization, according to the scores in this site.

Motivation

After playing and having fun with the site, we decided to find the optimal person to be traded for camels (who is worth the largest number of camels).

At first, we tried Grid Search, but it was too long because there are 4,432,320 permutations for choosing a person. Therefore, we decided to use the Bayesian Optimization algorithm to achieve faster results, using the Hyperopt library.

Usage

Open the notebook in your favorite environment.

Install the required packages, run the cells and change the parameters according to your liking.

Results

After running the algorithm for 4800 iterations, the following result was acheived (male):

Best Results
===================
Score is 106.0
age: 26
beard: middle
body: muscle
eyecolor: blue
hair: middle
haircolor: blonde
height: 178

image

Disclaimer

This project was created for educational purposes only. No camel was harmed during the scripting 🐫.

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].