Systems | Development | Analytics | API | Testing

Adopting a Production-First Approach to Enterprise AI

After a year packed with one machine learning and data science event after another, it’s clear that there are a few different definitions of the term ‘MLOps’ floating around. One convention uses MLOps to mean the cycle of training an AI model: preparing the data, evaluating, and training the model. This iterative or interactive model often includes AutoML capabilities, and what happens outside the scope of the trained model is not included in this definition.

Top 3 CloudOps Priorities for 2022, from Hitachi Vantara & AWS

As an estimated 92% of enterprises have adopted hybrid and multicloud strategies, according to the 2021 State of the Cloud Report from Flexera, cloud operations (CloudOps) teams face increasing pressure to simultaneously manage costs while improving business outcomes. What levers can CloudOps teams pull to achieve operational objectives such as reducing hybrid and distributed cloud complexity, enhancing security, and automating processes?

What's New in Rails 7

Rails 7 is just around the corner. We don't have a confirmed release date, but it is expected to be available before Christmas, so not very long to go. The latest version as of this post's publication is 7.0.0.rc1, the first release candidate. Basecamp, HEY, Github, and Shopify have all been running the Rails 7 alpha in production, so we can expect even the release candidate to be pretty stable. In this post, we will look at some of the new features and changes that Rails 7 will bring.

Multi-Thread in Node.js: What are Worker Threads?

Node.js is a free, cross-platform JavaScript runtime environment, while single-threaded in nature, executes asynchronous code using several threads in the background. Because of its design, Node.js has received a lot of flak. It seems unusual that Node.js doesn't have direct access to threads when compared to programming languages like Java, C, or Python. The worker_thread module in Node.js 11 allows us to launch many threads on a single core.