End to End Machine Learning Tutorial — From Data Collection to Deployment 🚀

Learn how to build and deploy a machine learning application from scratch. An end-to-end tutorial on data scraping, modeling, and deployment.

Photo by SpaceX on Unsplash

Disclaimer: code and demo at the end of the article.

This started out as a challenge. I wanted with a friend of mine to see if it was possible to build something from scratch and push it to production. In 3 weeks. This is our story. Here for more posts like this.

In this post, we’ll go through the necessary steps to build and deploy a machine learning application. This starts from data collection to deployment and the journey, as you’ll see it, is exciting and fun 😀.

Before we begin, let’s have a look at the app we’ll be building:

As you see, this web app allows a user to evaluate random brands by writing reviews. While writing, the user will see the sentiment score of his input updating in real-time along with a…