Anyone can build production-ready SaaS application with Machine learning

Anyone can build production-ready SaaS application with Machine learning

In this article, I am going to talk about the tech stack which I have used. So this can help you in creating your product.

In my career, I have built different Software as a Service(SaaS) applications. One of my recent SaaS product is Social Image AI. As part of #buildinpublic, I wanted to show case the tech stack which I have used for the product. It is a combination of the various tech stack, including machine learning. I have come up with this stack after multiple attempts in my different products. In this article, I am going to talk about the tech stack which I have used. So this can help you in creating your product.

Where do you even start? It is the first question you usually get when you have not built any products before. The recent surge of no-code platforms is changing the complete landscape. However, after trying out different no-code products, I felt none satisfies all my needs, and it is not flexible as marketed.

Before you even build any product, off-course, you need to have an idea of what you are planning to build. I am going to walk you through the lens of social image AI. Below are the different parts for developing web applications.

  1. Front-end
  2. Front-end deployment
  3. Backend
  4. Backend Deployment
  5. Payment gateway
  6. Authentication
  7. Model training/tuning package
  8. Model deployment
  9. Integrating model results into application

It might seem a lot. But most of it is pretty standard architecture. I will walk through it one by one.

Front-end (React)

Being a python advocate, I have tried out different front-end frameworks, such as Flask, HTML, PHP, Django, etc. Hands-down reactjs is the best. As an ML engineer, you might think that one more language to learn? Because you are skilled at python, you would like to build everything in python and use frameworks like Django or Flask. But those frameworks are suitable only to a certain extend for web applications.

A considerable advantage of react is the power of community. Many no-code platforms are available to create different components using react for internal pages and include them in your application. Also, a ton of different templates is available to start your front end. So you don’t need to start from scratch.

Front-end deployment

One of the common problems is how do you deploy. But in my opinion, the most challenging issue is how to deploy it in a cheaper way with CI/CD. You likely wanted scalable services and minimum downtime.

After trying out different services like render, Heroku, and other services, I felt the best and easiest way to host your application is via AWS Amplify. Yes, it might be a little odd to go with AWS, and this service has been there for a while. But it is so easy to deploy a website with AWS amplify.

AWS Amplify

Particularly with react, vuejs, gatsby, or any other major java script apps can be easily hosted. Some advantages are

  1. Easy to add a free SSL certificate
  2. Build-in CI/CD pipeline. Push from your code repo
  3. Add development branch
  4. Create a pull-request

Best of all, it is server-less, and the pricing is almost equal to static website hosting. So try out aws amplify today for your SaaS app.

development machine-learning learning startup

What is Geek Coin

What is GeekCash, Geek Token

Best Visual Studio Code Themes of 2021

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Hire Machine Learning Developers in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Hire Machine Learning Engineer | Offshore Machine Learning Experts

We are a Machine Learning Services provider offering custom AI solutions, Machine Learning as a service & deep learning solutions. Hire Machine Learning experts & build AI Chatbots, Neural networks, etc. 16+ yrs & 2500+ clients.

Hire Machine Learning Developer | Hire ML Experts in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Applications of machine learning in different industry domains

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

5 Latest Technology Trends of Machine Learning for 2021

Check out the 5 latest technologies of machine learning trends to boost business growth in 2021 by considering the best version of digital development tools. It is the right time to accelerate user experience by bringing advancement in their lifestyle.