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SimonBlanke committed Sep 24, 2019
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- Thoroughly tested code base
- Compatible with <b>any python machine-learning framework</b>
- Optimize:
- Anything from [simple models](./docs/examples.md) <br/> to complex [machine-learning-pipelines](./docs/examples.md)
- Multi-level [ensembles](./docs/examples.md)
- [Deep neural network](./docs/examples.md) architecture
- Anything from [simple models](https://simonblanke.github.io/Hyperactive/#/./examples/sklearn_examples?id=sklearn) <br/> to complex [machine-learning-pipelines](https://simonblanke.github.io/Hyperactive/#/./examples/sklearn_pipeline_example?id=sklearn-pipeline)
- Multi-level [ensembles](https://simonblanke.github.io/Hyperactive/#/./examples/stacking_example?id=stacking)
- [Deep neural network](https://simonblanke.github.io/Hyperactive/#/./examples/cnn_structure?id=keras-cnn-structure) architecture
- Other [optimization techniques](./docs/examples.md) (meta-optimization)
- Or [any function](./docs/examples.md) you can specify with this API
- Utilize state of the art [optimization techniques](https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#optimization-techniques) like:
- Utilize state of the art [optimization techniques](https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=optimization-techniques) like:
- Simulated annealing
- Evolution strategy
- Bayesian optimization
- [High performance](https://github.com/SimonBlanke/Hyperactive/tree/master/plots#performance): Optimizer time is neglectable for most models
- Choose from a variety of different [optimization extensions](https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive#advanced-features) to improve the optimization
- [High performance](https://simonblanke.github.io/Hyperactive/#/./performance/README?id=performance): Optimizer time is neglectable for most models
- Choose from a variety of different [optimization extensions](https://simonblanke.github.io/Hyperactive/#/./extentions/README?id=optimization-extensions) to improve the optimization

<br>

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<td>
<a><b>Local Search:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#hill-climbing">Hill Climbing</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#stochastic-hill-climbing">Stochastic Hill Climbing</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#tabu-search">Tabu Search</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=hill-climbing">Hill Climbing</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=stochastic-hill-climbing">Stochastic Hill Climbing</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=tabu-search">Tabu Search</a></li>
</ul>
<a><b>Random Methods:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#random-search">Random Search</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#random-restart-hill-climbing">Random Restart Hill Climbing</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#random-annealing">Random Annealing</a> [<a href="https://github.com/SimonBlanke/Hyperactive#random-annealing">*</a>] </li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=random-search">Random Search</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=random-restart-hill-climbing">Random Restart Hill Climbing</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=random-annealing">Random Annealing</a> [<a href="https://github.com/SimonBlanke/Hyperactive#random-annealing">*</a>] </li>
</ul>
<a><b>Markov Chain Monte Carlo:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#simulated-annealing">Simulated Annealing</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#stochastic-tunneling">Stochastic Tunneling</li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#parallel-tempering">Parallel Tempering</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=simulated-annealing">Simulated Annealing</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=stochastic-tunneling">Stochastic Tunneling</li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=parallel-tempering">Parallel Tempering</a></li>
</ul>
<a><b>Population Methods:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#particle-swarm-optimization">Particle Swarm Optimizer</li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#evolution-strategy">Evolution Strategy</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=particle-swarm-optimization">Particle Swarm Optimizer</li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=evolution-strategy">Evolution Strategy</a></li>
</ul>
<a><b>Sequential Methods:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive/optimizers#bayesian-optimization">Bayesian Optimization</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./optimizers/README?id=bayesian-optimization">Bayesian Optimization</a></li>
</ul>
</td>
<td>
<a><b>Machine Learning:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/blob/master/examples/machine_learning/sklearn_.py">Scikit-learn</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/blob/master/examples/machine_learning/xgboost_.py">XGBoost</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/blob/master/examples/machine_learning/lightgbm_.py">LightGBM</a></li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/blob/master/examples/machine_learning/catboost_.py">CatBoost</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/sklearn_examples?id=sklearn">Scikit-learn</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/xgboost_example?id=xgboost">XGBoost</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/lightgbm_example?id=lightgbm">LightGBM</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/catboost_example?id=catboost">CatBoost</a></li>
</ul>
<a><b>Deep Learning:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/examples/deep_learning">Keras</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/cnn_mnist?id=keras-cnn">Keras</a></li>
</ul>
<a><b>Distribution:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/blob/master/examples/distribution/multiprocessing_.py">Multiprocessing</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./examples/multiprocessing_example?id=multiprocessing">Multiprocessing</a></li>
</ul>
</td>
<td>
<a><b>Position Initialization:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive#scatter-initialization">Scatter-Initialization</a> [<a href="https://github.com/SimonBlanke/Hyperactive#scatter-initialization">*</a>] </li>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive#warm-start">Warm-start</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./extentions/README?id=scatter-initialization">Scatter-Initialization</a> [<a href="https://github.com/SimonBlanke/Hyperactive#scatter-initialization">*</a>] </li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./extentions/README?id=warm-start">Warm-start</a></li>
<li>Meta-Learn (coming soon)</li>
</ul>
<a><b>Resource Allocation:</b></a>
<ul>
<li><a href="https://github.com/SimonBlanke/Hyperactive/tree/master/hyperactive#memory">Memory</a></li>
<li><a href="https://simonblanke.github.io/Hyperactive/#/./extentions/README?id=memory">Memory</a></li>
<li>Proxy Datasets [<a href="https://github.com/SimonBlanke/Hyperactive#1-proxy-datasets-for-training-convolutional-neural-networks">1</a>]
(coming soon)</li>
</ul>
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