diff --git a/app.spec b/app.spec
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--- /dev/null
+++ b/app.spec
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+# -*- mode: python ; coding: utf-8 -*-
+
+# Import necessary modules
+from PyInstaller.utils.hooks import collect_data_files
+from PyInstaller.utils.hooks import collect_submodules
+from PyInstaller.utils.hooks import collect_dynamic_libs
+
+# Specify the entry point Python script
+entry_point = 'api/app.py'
+
+# Collect necessary data files and binaries
+datas = collect_data_files('sklearn')
+hiddenimports = collect_submodules('sklearn')
+binaries = collect_dynamic_libs('sklearn')
+
+# Define Analysis configuration
+a = Analysis(
+    [entry_point],
+    pathex=[],
+    binaries=binaries,
+    datas=datas,
+    hiddenimports=hiddenimports,
+    hookspath=[],
+    hooksconfig={},
+    runtime_hooks=[],
+    excludes=[],
+    noarchive=False,
+)
+
+# Define PYZ (Python Zip) configuration
+pyz = PYZ(a.pure)
+
+# Define EXE (Executable) configuration
+exe = EXE(
+    pyz,
+    a.scripts,
+    [],
+    exclude_binaries=True,
+    name='app',
+    debug=False,
+    bootloader_ignore_signals=False,
+    strip=False,
+    upx=True,
+    console=True,
+    disable_windowed_traceback=False,
+    argv_emulation=False,
+    target_arch=None,
+    codesign_identity=None,
+    entitlements_file=None,
+)
+
+# Define COLLECT configuration
+coll = COLLECT(
+    exe,
+    binaries,
+    datas,
+    strip=False,
+    upx=True,
+    upx_exclude=[],
+    name='app',
+)