diff --git a/backend/Dockerfile b/backend/Dockerfile
new file mode 100644
index 0000000..f4c0c99
--- /dev/null
+++ b/backend/Dockerfile
@@ -0,0 +1,15 @@
+# Use an official Python runtime with NVIDIA CUDA support
+FROM nvidia/cuda:11.2.2-cudnn8-runtime-ubuntu20.04
+
+WORKDIR /app
+
+# Copy your application files
+COPY . /app
+
+# Install Python and FastAPI dependencies
+RUN apt-get update && apt-get install -y python3-pip && \
+    pip3 install --no-cache-dir -r requirements.txt
+
+EXPOSE 8000
+
+CMD uvicorn main:app --port=${PORT:-8000} --host=0.0.0.0
diff --git a/backend/__init__.py b/backend/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/app/__init__.py b/backend/app/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/app/api/v1/__init__.py b/backend/app/api/v1/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/app/api/v1/endponts/__init__.py b/backend/app/api/v1/endponts/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/app/api/v1/endponts/test_endpoint.py b/backend/app/api/v1/endponts/test_endpoint.py
new file mode 100644
index 0000000..e5c19bf
--- /dev/null
+++ b/backend/app/api/v1/endponts/test_endpoint.py
@@ -0,0 +1,8 @@
+from fastapi import APIRouter
+
+router = APIRouter()
+
+
+@router.get("/test")
+async def test():
+    return {"message": "Test endpoint is working!"}
diff --git a/backend/app/main.py b/backend/app/main.py
new file mode 100644
index 0000000..498de82
--- /dev/null
+++ b/backend/app/main.py
@@ -0,0 +1,18 @@
+from fastapi import FastAPI, HTTPException, status, Request
+from fastapi.responses import RedirectResponse, JSONResponse
+from app.api.v1.endponts import test_endpoint
+
+
+app = FastAPI(title="Title")
+
+app.include_router(test_endpoint.router, prefix="/api/v1")
+
+
+@app.get("/")
+async def root(request: Request):
+    return RedirectResponse(url="/docs", status_code=status.HTTP_307_TEMPORARY_REDIRECT)
+
+
+@app.get("/metrics")
+async def metrics():
+    return JSONResponse(content={"message": "Metrics not implemented"})