Creating an end-to-end application for orchestrating custom deep learning HPO, training, and inference using AWS Step Functions

Amazon SageMaker hyperparameter tuning provides a built-in solution for scalable training and hyperparameter optimization (HPO). However, for some applications (such as those with a preference of different HPO libraries or customized HPO features), we need custom machine learning (ML) solutions that allow retraining and HPO. This post offers a step-by-step guide Read more…

AWS Virtual Private Cloud – Guide

Virtual Private Cloud is an enterprise-oriented virtual network that allows businesses to operate from their own data center. It is a service that enables the users to gain complete control over the virtual environment. Moreover, it allows the users to select their own IP address, create subnets, configure route tables, Read more…

Virtual Private Cloud – A Guide

Virtual Private Cloud gives the users a private environment suitable for cloud computing that is contained within a public cloud. To be precise, it is a completely isolated cloud that is hosted within a public cloud. A virtual private cloud can be used for storing data, running codes, hosting websites, and Read more…

Build real-time feature toggles with Amazon DynamoDB Streams and Amazon API Gateway WebSocket APIs

Feature toggles (or feature flags) are a software development technique allowing developers to programmatically enable or disable features of an application. In practice, feature toggles control a system’s behavior by controlling conditional statements in the application code. Feature toggles have a number of use cases: Selectively enable or disable features Read more…