marcosdelcueto

Tutorial_Differential_Evolution

Codes and images used for blog post at https://medium.com/p/genetic-algorithm-to-optimize-machine-learning-hyperparameters-72bd6e2596fc?source=email-1e4964370d8--writer.postDistributed&sk=1492c86ef94ddeefc4d903d4f891ad08

MachineLearning_AcceptorDonor

Code allows the use of different machine learning methods to predict efficiency of organic photovoltaics using different descriptors

NonFullereneAcceptorPrediction

Code uses different machine learning methods to predict the power conversion efficiency of organic photovoltaic devices with non-fullerene acceptors

Tutorial_kNN_custom_metric

Codes and images used for blog post at https://medium.com/p/custom-user-defined-metrics-with-nearest-neighbors-regression-in-scikit-learn-8bec2f303499

Tutorial_Grid_Search

Codes and images used in post at Towards Data Science: https://towardsdatascience.com/grid-search-in-python-from-scratch-hyperparameter-tuning-3cca8443727b

LaLigaPredictor

Simple program to predict results of the Spanish football league (La Liga)

colaSlurm

Simple bash script to get useful information from slurm queue system

DeltaML_excited_states

random_password

Simple python code to general several random password with varying length

htm_effect_on_pce

MachineLearningLandscapes

The code generates simulated research landscapes of any given bias. It can be used to calculate the Machine Learning Gain under different conditions.

Tutorial_Cross_Validation

Codes and images used for blog post at https://www.mdelcueto.com/blog/a-brief-guide-to-cross-validation/

Tutorial_data_scaling_ML

Codes and images used for blog post at https://www.mdelcueto.com/blog/scale-data-for-machine-learning-standardize-features

Tutorial_kNN_regression

Codes and images used for blog post at https://www.mdelcueto.com/blog/example-nearest-neighbors-regression/

Tutorial_KRR

Codes and images used for blog article at https://www.mdelcueto.com/blog/kernel-ridge-regression-tutorial/