Merge pull request #28 from rodrigo-arenas/0.6.Xdev

Documentantion and logging upgrades
rodrigo-arenas · Jun 23, 2021 · dacf466 · dacf466
2 parents 883780e + 645ceaf
commit dacf466
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diff --git a/README.rst b/README.rst
@@ -32,21 +32,21 @@ Documentation is available `here <https://sklearn-genetic-opt.readthedocs.io/>`_
 
 Sampled distribution of hyperparameters:
 
-.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/demo/images/density.png?raw=true
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/density.png?raw=true
 
 Optimization progress in a regression problem:
 
-.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/demo/images/fitness.png?raw=true
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/fitness.png?raw=true
 
 
 Main Features:
 ##############
 
-* **GASearchCV**: Principal class of the package, holds the evolutionary cross validation optimization routine
-* **Algorithms**: Set of different evolutionary algorithms to use as optimization procedure
-* **Callbacks**: Custom evaluation strategies to generate Early Stopping rules
-* **Plots**: Generate pre-define plots to understand the optimization process
-* **MLflow**: Build-in integration with mlflow to log all the hyperparameters and their cv-score
+* **GASearchCV**: Principal class of the package, holds the evolutionary cross validation optimization routine.
+* **Algorithms**: Set of different evolutionary algorithms to use as optimization procedure.
+* **Callbacks**: Custom evaluation strategies to generate early stopping rules, logging or custom logic.
+* **Plots**: Generate pre-define plots to understand the optimization process.
+* **MLflow**: Build-in integration with mlflow to log all the hyperparameters, cv-scores and the fitted models.
 
 Usage:
 ######
@@ -114,7 +114,7 @@ Results
 
 Log controlled by verbosity
 
-.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/demo/images/log.JPG?raw=true
+.. image:: https://github.com/rodrigo-arenas/Sklearn-genetic-opt/blob/master/docs/images/log.JPG?raw=true
 
 Changelog
 #########

diff --git a/demo/Boson_Houses_decision_tree.ipynb b/demo/Boson_Houses_decision_tree.ipynb
diff --git a/demo/Boson_Houses_decision_tree.py b/demo/Boson_Houses_decision_tree.py
diff --git a/demo/Demo_Digits_Dataset.ipynb b/demo/Demo_Digits_Dataset.ipynb
@@ -4,18 +4,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\ASUS\\miniconda3\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n",
-      "C:\\Users\\ASUS\\miniconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n",
-      "C:\\Users\\ASUS\\miniconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll\n",
-      "  warnings.warn(\"loaded more than 1 DLL from .libs:\\n%s\" %\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from sklearn_genetic import GASearchCV\n",
     "from sklearn.linear_model import SGDClassifier\n",

diff --git a/demo/Demo_Digits_Dataset.py b/demo/Demo_Digits_Dataset.py