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 […]
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 […]
Deploy Serverless Machine Learning Model to AWS
In this post, we will deploy a serverless machine learning model to AWS using Serverless. The set-up of Serverless is discussed here. Let’s create a directory Windows 10, we can create a virtual environment and activate it as follows: Install Virtualenv In your VS Code command shell prompt type Start virtualenv Activate virtualenv On Windows, […]
Serverless Framework (Windows) – How to Deploy Python REST API to AWS
In this walk-through, we will: Install Serverless Framework (Windows) Deploy a Python REST API endpoint Getting Started To get started, you’ll need the Serverless Framework installed. You’ll also need your environment configured with AWS credentials. Install as a standalone binary Serverless Framework (Windows) Install with Chocolatey: choco install serverless For other operating systems , please visit the link. Create […]
Deploy Tableau Server on AWS
This guide provides step-by-step instructions for deploying Tableau Server standalone architecture on AWS. Tableau Server is an online solution for sharing, distributing, and collaborating on business intelligence content created in Tableau. Tableau Server users can create workbooks and views, dashboards, and data sources in Tableau Desktop, and then publish this content to the server. Tableau […]
Full-stack Deep Learning Application Using AWS Fargate Serverless Infrastructure
This post showcases full-stack Deep Learning Application Using AWS Fargate Serverless Infrastructure. The project we optimise a model for Utilisation of hospital beds – COVID-19. It is motivated by the overcrowding of hospital beds due to COVID-19. Another reason is to avoid the repeat of the events which happened at the beginning of the pandemic. […]
Data Science Libraries in Docker Container and AWS
In this post, we will be installing data science libraries in a docker container and AWS. It will show how to easily access the data science libraries from anywhere in the world without downloading and installing Python, runtime libraries, and the Jupyter package. The walk-through is for Windows platform. AWS We need an AWS Account […]