diff --git a/attached_assets/Pasted--deployment-install-ml-deps-sh-INSTALLAZIONE--1764003947190_1764003947190.txt b/attached_assets/Pasted--deployment-install-ml-deps-sh-INSTALLAZIONE--1764003947190_1764003947190.txt
new file mode 100644
index 0000000..ead5e0a
--- /dev/null
+++ b/attached_assets/Pasted--deployment-install-ml-deps-sh-INSTALLAZIONE--1764003947190_1764003947190.txt
@@ -0,0 +1,60 @@
+./deployment/install_ml_deps.sh
+╔═══════════════════════════════════════════════╗
+║   INSTALLAZIONE DIPENDENZE ML HYBRID        ║
+╚═══════════════════════════════════════════════╝
+
+ Directory corrente: /opt/ids/python_ml
+
+ Attivazione virtual environment...
+ Python in uso: /opt/ids/python_ml/venv/bin/python
+
+📦 Step 1/3: Installazione build dependencies (Cython + numpy)...
+Collecting Cython==3.0.5
+  Downloading Cython-3.0.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.2 kB)
+Downloading Cython-3.0.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.6 MB)
+   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.6/3.6 MB 59.8 MB/s  0:00:00
+Installing collected packages: Cython
+Successfully installed Cython-3.0.5
+✅ Cython installato con successo
+
+📦 Step 2/3: Verifica numpy disponibile...
+✅ numpy 1.26.2 già installato
+
+📦 Step 3/3: Installazione dipendenze ML (xgboost, joblib, eif)...
+Collecting xgboost==2.0.3
+  Downloading xgboost-2.0.3-py3-none-manylinux2014_x86_64.whl.metadata (2.0 kB)
+Requirement already satisfied: joblib==1.3.2 in ./venv/lib64/python3.11/site-packages (1.3.2)
+Collecting eif==2.0.2
+  Downloading eif-2.0.2.tar.gz (1.6 MB)
+     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 6.7 MB/s  0:00:00
+  Installing build dependencies ... done
+  Getting requirements to build wheel ... error
+  error: subprocess-exited-with-error
+
+  × Getting requirements to build wheel did not run successfully.
+  │ exit code: 1
+  ╰─> [20 lines of output]
+      Traceback (most recent call last):
+        File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 389, in <module>
+          main()
+        File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 373, in main
+          json_out["return_val"] = hook(**hook_input["kwargs"])
+                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+        File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 143, in get_requires_for_build_wheel
+          return hook(config_settings)
+                 ^^^^^^^^^^^^^^^^^^^^^
+        File "/tmp/pip-build-env-9buits4u/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 331, in get_requires_for_build_wheel
+          return self._get_build_requires(config_settings, requirements=[])
+                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+        File "/tmp/pip-build-env-9buits4u/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 301, in _get_build_requires
+          self.run_setup()
+        File "/tmp/pip-build-env-9buits4u/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 512, in run_setup
+          super().run_setup(setup_script=setup_script)
+        File "/tmp/pip-build-env-9buits4u/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 317, in run_setup
+          exec(code, locals())
+        File "<string>", line 3, in <module>
+      ModuleNotFoundError: No module named 'numpy'
+      [end of output]
+
+  note: This error originates from a subprocess, and is likely not a problem with pip.
+ERROR: Failed to build 'eif' when getting requirements to build wheel
\ No newline at end of file
diff --git a/deployment/install_ml_deps.sh b/deployment/install_ml_deps.sh
index 2ff7d72..b4e244a 100755
--- a/deployment/install_ml_deps.sh
+++ b/deployment/install_ml_deps.sh
@@ -62,7 +62,8 @@ echo ""
 
 # STEP 3: Installa dipendenze ML (ora Cython e numpy sono disponibili)
 echo "📦 Step 3/3: Installazione dipendenze ML (xgboost, joblib, eif)..."
-pip install xgboost==2.0.3 joblib==1.3.2 eif==2.0.2
+pip install xgboost==2.0.3 joblib==1.3.2
+pip install --no-build-isolation eif==2.0.2
 
 if [ $? -eq 0 ]; then
     echo "✅ Dipendenze ML installate con successo"