MLflow is an open source platform for the machine learning lifecycle.
In the current world, where there is a continuous flow of data, we need to ensure that the knowledge base of our model is also updated. It is becoming essential that the model knowledge improves parallelly so that the accuracy is not compromised.
The below chart shows the relationship between data and model’s knowledge base.
The NGINX Ingress Controller for Kubernetes provides enterprise‑grade delivery services for Kubernetes applications, with benefits for users of both NGINX Open Source and NGINX Plus. With the NGINX Ingress Controller for Kubernetes, you get basic load balancing, SSL/TLS termination, support for URI rewrites, and upstream SSL/TLS encryption. NGINX Plus users additionally get session persistence for stateful applications and JSON Web Token (JWT) authentication for APIs.
First lets create two simple flask service using the below two code snippets.
Kubernetes is an open-source container-orchestration system for automating computer application deployment, scaling, and management
One of the advantages of using containers is that , it can be scaled up or down depending on the demand. From a business point of view, this will ensure that change in incoming traffic can be met without much of a hardship.
NOTE : From a Micro-service point of view, there are two types of applications : Stateless and Stateful . In a Stateful application, the server stores data (for eg. Database ) and in a stateless application server doesn’t store any data ( for…
Docker enables developers to easily pack, ship, and run any application as a lightweight, portable, self-sufficient container, which can run virtually anywhere. … Containers do this by enabling developers to isolate code into a single container. This makes it easier to modify and update the program
Lets start by defining a docker file. It is a simple file which includes details about base image, dependencies and command line argument (if needed).The below docker file is to create simple python based docker image.