diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
deleted file mode 100644
index 221da2d..0000000
--- a/.github/workflows/build.yml
+++ /dev/null
@@ -1,118 +0,0 @@
-name: Publish Python 🐍 distribution 📦 to PyPI and TestPyPI
-
-on: push
-
-jobs:
-  build:
-    name: Build distribution 📦
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [windows-latest, macos-latest]
-        python-version: [3.9, 3.10.8, 3.11]
-
-    steps:
-      - uses: actions/checkout@v4
-      - name: Set up Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: ${{ matrix.python-version }}
-      - name: Install pypa/build
-        run: >-
-          python3 -m pip install build Cython numpy setuptools wheel --user
-      - name: Build a binary wheel and a source tarball
-        run: python3 -m build -n
-      - name: Store the distribution packages
-        uses: actions/upload-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-
-  publish-to-pypi:
-    name: >-
-      Publish Python 🐍 distribution 📦 to PyPI
-    if: startsWith(github.ref, 'refs/tags/') # only publish to PyPI on tag pushes
-    needs:
-      - build
-    runs-on: ubuntu-latest
-    environment:
-      name: release
-      url: https://pypi.org/project/ms-anomaly-detector # Replace <package-name> with your PyPI project name
-    permissions:
-      id-token: write # IMPORTANT: mandatory for trusted publishing
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Publish distribution 📦 to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
-
-  github-release:
-    name: >-
-      Sign the Python 🐍 distribution 📦 with Sigstore
-      and upload them to GitHub Release
-    needs:
-      - publish-to-pypi
-    runs-on: ubuntu-latest
-
-    permissions:
-      contents: write # IMPORTANT: mandatory for making GitHub Releases
-      id-token: write # IMPORTANT: mandatory for sigstore
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Sign the dists with Sigstore
-        uses: sigstore/gh-action-sigstore-python@v1.2.3
-        with:
-          inputs: >-
-            ./dist/*.tar.gz
-            ./dist/*.whl
-      - name: Create GitHub Release
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-        run: >-
-          gh release create
-          '${{ github.ref_name }}'
-          --repo '${{ github.repository }}'
-          --notes ""
-      - name: Upload artifact signatures to GitHub Release
-        env:
-          GITHUB_TOKEN: ${{ github.token }}
-        # Upload to GitHub Release using the `gh` CLI.
-        # `dist/` contains the built packages, and the
-        # sigstore-produced signatures and certificates.
-        run: >-
-          gh release upload
-          '${{ github.ref_name }}' dist/**
-          --repo '${{ github.repository }}'
-
-  publish-to-testpypi:
-    name: Publish Python 🐍 distribution 📦 to TestPyPI
-    needs:
-      - build
-    runs-on: ubuntu-latest
-
-    environment:
-      name: test-release
-      url: https://test.pypi.org/project/ms-anomaly-detector
-
-    permissions:
-      id-token: write # IMPORTANT: mandatory for trusted publishing
-
-    steps:
-      - name: Download all the dists
-        uses: actions/download-artifact@v3
-        with:
-          name: python-package-distributions
-          path: dist/
-      - name: Publish distribution 📦 to TestPyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
-        with:
-          repository-url: https://test.pypi.org/legacy/
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
new file mode 100644
index 0000000..06e64cd
--- /dev/null
+++ b/.github/workflows/cd.yml
@@ -0,0 +1,68 @@
+name: Build and Release
+on:
+  push:
+    tags:
+      - 'v*'
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: 'Name of the branch to build and release'
+        required: true
+
+jobs:
+  build:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-latest, macos-latest]
+        python-version: ['3.9', '3.10.8', '3.11']
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install setuptools wheel twine cython numpy
+
+    - name: Build a binary wheel and a source tarball
+      run: |
+        python setup.py bdist_wheel sdist
+
+    - name: Rename wheel for manylinux compatibility (Ubuntu only)
+      if: runner.os == 'Linux'
+      run: |
+        for file in *.whl; do
+          if [[ $file == *linux* ]]; then
+              mv "$file" "${file/-linux/-manylinux1}"
+          fi
+        done
+
+    - name: Publish artifacts
+      uses: actions/upload-artifact@v2
+      with:
+        name: dist
+        path: dist/
+
+  release:
+    needs: build
+    runs-on: ubuntu-latest
+    steps:
+    - name: Download artifacts
+      uses: actions/download-artifact@v2
+      with:
+        name: dist
+        path: dist/
+
+    - name: Publish to GitHub Releases
+      uses: softprops/action-gh-release@v1
+      with:
+        files: dist/*
+        tag_name: v${{ github.ref }}
+        title: Release ${{ github.ref }}
+        body: ${{ github.event.pull_request.body }}
diff --git a/.gitignore b/.gitignore
index 438760f..c1edabe 100644
--- a/.gitignore
+++ b/.gitignore
@@ -404,10 +404,9 @@ venv/
 dist/
 temp/
 build/
-anomaly_detector.egg-info/
+time_series_anomaly_detector.egg-info/
 anomaly-detector/anomaly_detector/univariate/_anomaly_kernel_cython.c
-
 .idea/
 *.so
-
+*.pyd
 .script\Dockerfile
\ No newline at end of file
diff --git a/README.md b/README.md
index d443fa9..e2749cf 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,10 @@ Tested on
 ## Installing from pip
  
 ```bash
+# install dependencies
+pip install numpy>=1.23.5 Cython
+
+# then install time-series-anomaly-detector
 pip install time-series-anomaly-detector
 ```