Parametro

Easy Access To ML Hyperparams for Optimization 🚀

Supports Sklearn, LightGBM, XGBoost, and CatBoost

Find out all of the supported models

Search for your model

{
    "loss": "squared_error",
    "penalty": "l2",
    "alpha": 0.0001,
    "l1_ratio": 0.15,
    "fit_intercept": True,
    "max_iter": 1000,
    "tol": 0.001,
    "shuffle": True,
    "verbose": 0,
    "epsilon": 0.1,
    "random_state": None,
    "learning_rate": "invscaling",
    "eta0": 0.01,
    "power_t": 0.25,
    "early_stopping": False,
    "validation_fraction": 0.1,
    "n_iter_no_change": 5,
    "warm_start": False,
    "average": False
}

Your Hyparameter Buddy 👊

This is a simple tool made by a data scientist for data scientists that train machine learning models. It just helps you access the hyperparameters of the model you want to use in a fast and efficient way.

It's not a replacement for the documentation. It's just a way to quickly get the hyperparameters you need to optimize your model without having to look online for them. All parameter grids are manually curated and updated.

Supported Models 👍

A list of the most relevant libraries and models

Sklearn

  • ARDRegression
  • AdaBoostClassifier
  • AdaBoostRegressor
  • BayesianRidge
  • BernoulliNB
  • DecisionTreeClassifier
  • DecisionTreeRegressor
  • ElasticNet
  • ExtraTreesClassifier
  • ExtraTreesRegressor
  • GammaRegressor
  • GaussianNB
  • GradientBoostingClassifier
  • GradientBoostingRegressor
  • HuberRegressor
  • KNeighborsClassifier
  • KNeighborsRegressor
  • Lasso
  • LinearRegression
  • LogisticRegression
  • MLPClassifier
  • MLPRegressor
  • MultinomialNB
  • PassiveAggressiveClassifier
  • PassiveAggressiveRegressor
  • Perceptron
  • PoissonRegressor
  • QuantileRegressor
  • RANSACRegressor
  • RandomForestClassifier
  • RandomForestRegressor
  • Ridge
  • RidgeClassifier
  • SGDClassifier
  • SGDRegressor
  • SVC
  • SVR
  • TheilSenRegressor
  • TweedieRegressor

LightGBM

  • LGBMClassifier
  • LGBMRegressor

XGBoost

  • XGBClassifier
  • XGBRegressor

CatBoost

  • CatBoostClassifier
  • CatBoostRegressor

Want to Reach Out?

If you have any questions, suggestions, or just want to say hi, feel free to reach out to me on LinkedIn or X.com