diff --git a/setup.py b/setup.py
index 3cb80e24..d4969078 100644
--- a/setup.py
+++ b/setup.py
@@ -76,43 +76,44 @@ def run(self):
         ]
     },
     setup_requires=[
-        'numpy==1.26.4',
-        'cython==3.0.9',
+        'numpy >= 1.20.0',
+        'cython >= 0.29.22',
     ],
     install_requires=[
-        'numpy==1.26.4',
-        'cython==3.0.9',
-        'pycontracts==1.8.12',
-        'tables==3.9.2',
-        'rasterio==1.3.9',
-        'catboost==1.2.3',
-        'affine==2.4.0',
-        'pyshp==2.3.1',
-        'click==8.1.7',
-        'revrand==1.0.0',
-        'mpi4py==3.1.5',
-        'scipy==1.12.0',
-        'scikit-learn==1.1',
-        'scikit-image==0.22.0',
-        'scikit-optimize==0.10.1',
-        'wheel==0.43.0',
-        'PyYAML==6.0.1',
-        'pandas==2.2.1',
-        'matplotlib==3.8.3',
-        'PyKrige==1.7.1',
-        'xgboost==2.0.3',
-        'setuptools==69.2.0',
-        'eli5==0.13.0',
-        'networkx==3.2.1',
-        'geopandas==0.14.3',
-        'hyperopt==0.2.7',
-        'Pillow==10.2.0',
-        'PyWavelets==1.5.0',
-        'imageio==2.34.0',
+        'numpy == 1.25.1',
+        'cython >= 0.29.22',
+        'pycontracts == 1.7.9',
+        'tables >= 3.2.2',
+        'rasterio == 1.3.7',
+        'catboost == 1.0.3',
+        'affine >= 2.2.1',
+        'pyshp == 2.1.0',
+        'click >= 6.6',
+        'revrand >= 0.9.10',
+        'mpi4py >= 3.1.3',
+        'scipy >= 1.6.2',
+        'scikit-learn == 1.2.2',
+        'scikit-image==0.19.1',
+        'scikit-optimize == 0.9.0',
+        'wheel >= 0.29.0',
+        'PyYAML >= 3.11',
+        'pandas >= 1.2.5',
+        'matplotlib >= 3.4.0',
+        'PyKrige==1.7.0',
+        'xgboost>=1.4.2',
+        'setuptools>=30.0.0',
+        'eli5>=0.8.2',
+        'networkx==2.5.1',
+        'geopandas >= 0.9.0',
+        'hyperopt==0.2.5',
+        'Pillow >= 8.1.2',
+        "PyWavelets==1.2.0",
+        "imageio==2.9.0",
+        "optuna==3.2.0",
+        "seaborn==0.13.0",
         'colorama==0.4.6',
         'shap==0.45.0',
         'boto3==1.34.67',
-        'seaborn==0.13.2',
         'requests==2.31.0',
         'vecstack==0.4.0',
         'mlens==0.2.3'