diff --git a/cpp/Dockerfile b/cpp/Dockerfile
new file mode 100644
index 0000000..b1539c4
--- /dev/null
+++ b/cpp/Dockerfile
@@ -0,0 +1,17 @@
+FROM nvidia/cuda:12.4.1-devel-ubi9 as builder
+
+WORKDIR /home/ViolaJones/cpp
+
+COPY *.cu *.cpp *.hpp Makefile ./
+RUN make -j "$(nproc)"
+
+FROM nvidia/cuda:12.4.1-base-ubi9
+
+WORKDIR /home/ViolaJones/cpp
+
+RUN dnf install -y make-1:4.3-7.el9 && dnf clean all
+COPY --from=builder /home/ViolaJones/cpp/bin ./bin
+COPY Makefile .
+
+ENTRYPOINT ["make"]
+CMD ["start"]
diff --git a/cpp/docker-compose.yaml b/cpp/docker-compose.yaml
new file mode 100644
index 0000000..6bd7ad8
--- /dev/null
+++ b/cpp/docker-compose.yaml
@@ -0,0 +1,15 @@
+services:
+  violajones-cpp:
+    image: saundersp/violajones-cpp
+    build: .
+    volumes:
+      - ./models:/home/ViolaJones/cpp/models
+      - ./out:/home/ViolaJones/cpp/out
+      - ../data:/home/ViolaJones/data
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [gpu]
diff --git a/docker-compose.yaml b/docker-compose.yaml
new file mode 100644
index 0000000..4c97967
--- /dev/null
+++ b/docker-compose.yaml
@@ -0,0 +1,19 @@
+services:
+  downloader:
+    extends:
+      file: ./downloader/docker-compose.yaml
+      service: downloader
+  violajones-cpp:
+    extends:
+      file: ./cpp/docker-compose.yaml
+      service: violajones-cpp
+    depends_on:
+          downloader:
+            condition: service_completed_successfully
+  violajones-python:
+    extends:
+      file: ./python/docker-compose.yaml
+      service: violajones-python
+    depends_on:
+          downloader:
+            condition: service_completed_successfully
diff --git a/downloader/Dockerfile b/downloader/Dockerfile
new file mode 100644
index 0000000..4d80350
--- /dev/null
+++ b/downloader/Dockerfile
@@ -0,0 +1,11 @@
+FROM alpine:3.19.1
+
+RUN apk add --no-cache curl=8.5.0-r0 python3=3.11.9-r0 && rm -rf /var/cache/apk*
+
+WORKDIR /home/ViolaJones/downloader
+COPY requirements.txt activate.sh ./
+RUN ./activate.sh
+
+COPY download_data.sh convert_dataset.py ./
+
+CMD ["./download_data.sh"]
diff --git a/downloader/docker-compose.yaml b/downloader/docker-compose.yaml
new file mode 100644
index 0000000..9011adf
--- /dev/null
+++ b/downloader/docker-compose.yaml
@@ -0,0 +1,6 @@
+services:
+  downloader:
+    image: saundersp/violajones-downloader
+    build: .
+    volumes:
+      - ../data:/home/ViolaJones/data
diff --git a/python/Dockerfile b/python/Dockerfile
new file mode 100644
index 0000000..a7cd52d
--- /dev/null
+++ b/python/Dockerfile
@@ -0,0 +1,12 @@
+FROM nvidia/cuda:12.4.1-devel-ubi9 as builder
+
+RUN dnf install -y python3.11-3.11.5-1.el9_3 && dnf clean all
+RUN ln -s /usr/bin/python3 /usr/bin/python
+
+WORKDIR /home/ViolaJones/python
+COPY Makefile activate.sh requirements.txt ./
+RUN make venv
+COPY *.py ./
+
+ENTRYPOINT ["make"]
+CMD ["start"]
diff --git a/python/docker-compose.yaml b/python/docker-compose.yaml
new file mode 100644
index 0000000..ee758ce
--- /dev/null
+++ b/python/docker-compose.yaml
@@ -0,0 +1,15 @@
+services:
+  violajones-python:
+    image: saundersp/violajones-python
+    build: .
+    volumes:
+      - ./models:/home/ViolaJones/python/models
+      - ./out:/home/ViolaJones/python/out
+      - ../data:/home/ViolaJones/data
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [gpu]