diff --git a/Makefile b/Makefile
index 66b971f473..1b95fa4c68 100644
--- a/Makefile
+++ b/Makefile
@@ -67,6 +67,14 @@ build-nvidia: docker/docker-compose-nvidia.yml
 		build \
 		${ADD_ARGS}
 
+build-intel: TAG ?= rlworkgroup/garage-intel:latest
+build-intel: docker/docker-compose-intel.yml
+	TAG=${TAG} \
+	docker-compose \
+		-f docker/docker-compose-intel.yml \
+		build \
+		${ADD_ARGS}
+
 run-ci: ## Run the CI Docker container (only used in TravisCI)
 run-ci: TAG ?= rlworkgroup/garage-ci
 run-ci:
@@ -108,6 +116,22 @@ run-nvidia: build-nvidia
 		${ADD_ARGS} \
 		rlworkgroup/garage-nvidia $(RUN_CMD)
 
+run-intel: ## Run the Docker container for machines with Intel CPUs
+run-intel: CONTAINER_NAME ?= garage-intel
+run-intel: build-intel
+	xhost +local:docker
+	docker run \
+		-it \
+		--rm \
+		-v /tmp/.X11-unix:/tmp/.X11-unix \
+		-v $(DATA_PATH)/$(CONTAINER_NAME):/root/code/garage/data \
+		-e DISPLAY=$(DISPLAY) \
+		-e QT_X11_NO_MITSHM=1 \
+		-e MJKEY="$$(cat $(MJKEY_PATH))" \
+		--name $(CONTAINER_NAME) \
+		${ADD_ARGS} \
+		rlworkgroup/garage-intel $(RUN_CMD)
+
 
 # Help target
 # See https://marmelab.com/blog/2016/02/29/auto-documented-makefile.html
diff --git a/docker/Dockerfile.intel b/docker/Dockerfile.intel
new file mode 100644
index 0000000000..5324012451
--- /dev/null
+++ b/docker/Dockerfile.intel
@@ -0,0 +1,8 @@
+ARG PARENT_IMAGE=rlworkgroup/garage-base
+FROM $PARENT_IMAGE
+
+WORKDIR /root/code/garage
+RUN ["/bin/bash", "-c", "source activate garage && pip install -e .[intel]"]
+
+# Ready, set, go.
+ENTRYPOINT ["docker/entrypoint-runtime.sh"]
diff --git a/docker/Dockerfile.nvidia b/docker/Dockerfile.nvidia
index a90cceb127..582c1aab2f 100644
--- a/docker/Dockerfile.nvidia
+++ b/docker/Dockerfile.nvidia
@@ -2,4 +2,4 @@ ARG PARENT_IMAGE=rlworkgroup/garage-base
 FROM $PARENT_IMAGE
 
 # Ready, set, go.
-ENTRYPOINT ["docker/entrypoint-nvidia.sh"]
+ENTRYPOINT ["docker/entrypoint-runtime.sh"]
diff --git a/docker/docker-compose-intel.yml b/docker/docker-compose-intel.yml
new file mode 100644
index 0000000000..82908cc542
--- /dev/null
+++ b/docker/docker-compose-intel.yml
@@ -0,0 +1,27 @@
+version: '2.2'
+services:
+  garage-base:
+    build:
+      cache_from:
+        - rlworkgroup/garage-intel:latest
+      context: ../
+      dockerfile: docker/Dockerfile.base
+    image: rlworkgroup/garage-base
+  garage-intel-no-files:
+    build:
+      cache_from:
+        - rlworkgroup/garage-intel:latest
+      context: ../
+      dockerfile: docker/Dockerfile.intel
+      args:
+        - PARENT_IMAGE=rlworkgroup/garage-base
+    image: rlworkgroup/garage-intel-no-files
+  garage-intel:
+    build:
+      cache_from:
+        - rlworkgroup/garage-intel:latest
+      context: ../
+      dockerfile: docker/Dockerfile.runtime
+      args:
+        - PARENT_IMAGE=rlworkgroup/garage-intel-no-files
+    image: ${TAG}
diff --git a/docker/entrypoint-nvidia.sh b/docker/entrypoint-runtime.sh
similarity index 100%
rename from docker/entrypoint-nvidia.sh
rename to docker/entrypoint-runtime.sh
diff --git a/setup.py b/setup.py
index 9c526a0ad1..89b99caee9 100644
--- a/setup.py
+++ b/setup.py
@@ -34,6 +34,9 @@
 extras = {}
 extras['all'] = list(set(sum(extras.values(), [])))
 
+# Intel dependencies not included in all
+extras['intel'] = ['intel-tensorflow<1.13,>=1.12.0']
+
 # Development dependencies (*not* included in "all")
 extras['dev'] = [
     # Please keep alphabetized