diff --git a/.github/workflows/ml-test.yml b/.github/workflows/ml-test.yml
new file mode 100644
index 0000000..626126b
--- /dev/null
+++ b/.github/workflows/ml-test.yml
@@ -0,0 +1,43 @@
+name: ML Tests
+
+run-name: ${{ github.actor }} is automating using Github Actions
+
+on: 
+    push:
+      branches: [main, master]
+    pull_request:
+      branches: [main, master]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+        fail-fast: false
+        matrix:
+          python-version: ["3.11"]
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v2
+
+      - name: Set up Python
+        uses: actions/setup-python@v3
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y portaudio19-dev
+          sudo apt-get install -y ffmpeg
+          python -m pip install --upgrade pip
+          python -m pip install pipenv
+          pipenv shell --fancy --python $(which python)
+          pipenv install -r requirements.txt 
+          
+        working-directory: machine-learning-client
+
+      - name: Run tests
+        run: |
+          pipenv run pytest --cov=machine_learning_client.py ml_tests.py
+        working-directory: machine-learning-client/tests
\ No newline at end of file
diff --git a/Pipfile b/Pipfile
index 81a2880..3089624 100644
--- a/Pipfile
+++ b/Pipfile
@@ -21,6 +21,7 @@ flask-cors = "*"
 requests = "*"
 coverage = "*"
 pytest-flask = "*"
+pytest-cov = "*"
 
 [dev-packages]
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 009c166..c351d64 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "593b3180607e66e02aa534290e3c60ed5ebb12bdea0a20482914dc53122b05d2"
+            "sha256": "9965c4d8f357b21858c378618e12d8215581b0735e07076d5acdeae00d641374"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -555,6 +555,15 @@
             "markers": "python_version >= '3.7'",
             "version": "==7.4.3"
         },
+        "pytest-cov": {
+            "hashes": [
+                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
+                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==4.1.0"
+        },
         "pytest-flask": {
             "hashes": [
                 "sha256:58be1c97b21ba3c4d47e0a7691eb41007748506c36bf51004f78df10691fa95e",
diff --git a/machine-learning-client/__init__.py b/machine-learning-client/__init__.py
new file mode 100644
index 0000000..e69de29