Docker is a platform that packages an application with everything it needs (minimal system, libraries, code) into a portable, isolated unit. The same package runs identically on a developer workstation, a test server or production. A Dockerfile describes the build.
Example
docker build -t model-api . && docker run -p 8000:8000 model-api