That makes it possible to detect and prevent attacks such as the Equifax data breach earlier and during several points in the ‘kill chain’ of events. It can be seen that a Docker container firewall is really much more than a traditional NGFW or WAF firewall because it is monitoring host and container activity in addition to network behavior of containers.Security auditing and compliance testing such as running the Docker Bench and CIS Kubernetes benchmarks for security.Vulnerability scanning of hosts and running containers.Detecting privilege escalations and suspicious process in hosts and containers.Because a Docker container firewall is itself a distributed system with host-based inspection and protection points, many security functions are possible.Step 4: Enable the firewall for Docker Engine " systemctl status docker" - This command helps us to check the status of the docker service in detail. " systemctl enable docker -now" - This command helps us to start and enable the docker service so that after rebooting the docker service will be available to us. " systemctl is-active docker" - This command helps us to check whether the docker service is running or not. # Trained the Machine Learning Model using X_train, y_train data X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # Spliting the Data into Training Set(80%) and Test Set(20%) # Preprocessing the Data according to our needs In this article, we are simply going to make a Linear Regression Model on the Salary Dataset using Python.įrom sklearn.linear_model import LinearRegressionįrom sklearn.model_selection import train_test_split.Machine Learning Model (Salary Prediction Model): Create the docker file with the necessary environment setup and start-up operations.Create the requirements file containing all the required libraries.While creating a container for a model, the workflow normally has to be followed is:.Depending on the load, the instances can be spun off on demand on the basis of the rules set up. Docker is used when you have a lot of services that work in an isolated manner and serve as a data provider to a web application.Activating this container results in the application being active.
Docker is a containerization platform that packages an application & all its dependencies into a container.