The AWS Machine Learning Framework: A comprehensive guide to bringing models to production
Data scientists develop a functioning model using a machine learning framework and some data. The developed model has a low error rate and a set of hyperparameters optimized. But when companies decide to apply this model to a production environment, they realize model building as the first step. There is a greater challenge. Converting functioning […]
Gain Real Instagram Followers using AI – How to Guide for Your First App
If you’re running a business account on Instagram, knowing how to increase engagement on your posts and gain real followers on your Instagram account is a must to boost and sustain growth. However, gaining real followers is a challenge and time-consuming process. In this series of posts, you are going to build artificial intelligence (AI) […]
Discover AWS Serverless way to Deploy Food Recipe Application in 7 Easy Steps
This post shows AWS serverless architecture to deploy a machine learning application. I will deploy the food recipe application as discussed here using AWS Fargate. Fargate is a service provided by AWS Serverless computing that removes the need to provision and manage servers. You can specify and pay for resources per application and improves security […]
How to Quickly Save a Trained Machine Learning Model
This blog post discusses how to quickly save a trained machine learning model that suggests recipes based on the user’s data, and nutritional value using Joblib and Pickle. The reason I decided to work on this is that the domain of food is varied and complex and presents many challenges to developing a recommender system. […]
7 ShortListed Free and Decisive MLOps Tools for Food Recipe Application
This article discusses Machine Learning Model Operationalization Management (MLOps) tools to develop and deploy a food recipe application. It lists the tools that are framework-, platform-, and infrastructure-agnostic using Python for development. To find the ideal tool for the MLOps task, a decision-making and analysis process is employed. The goal is to design an end-to-end […]