Systems | Development | Analytics | API | Testing

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ODSC Webinar: Git Based CI/CD for ML

In this session, Yaron Haviv, Iguazio's Co-Founder and CTO, discussed how to enable continuous delivery of machine learning to production using Git-based ML pipelines (Github Actions) with hosted training and model serving environments. He touched upon how to leverage Git to solve rigorous MLOps needs: automating workflows, reviewing models, storing versioned models as artifacts, and running CI/CD for ML. He also covered how to enable controlled collaboration across ML teams using Git review processes and how to implement an MLOps solution based on available open-source tools and hosted ML platforms. The session includes a live demo.

Build Interactive Phoenix LiveView UIs with Components

LiveView empowers developers to build interactive, single-page web apps with ease by providing a framework that eliminates the need for guesswork. In this post, we'll take a look at how you can layer simple, single-purpose functional components to wrap up shared presentation logic. We'll also use more sophisticated live components to craft easy-to-maintain single-page flows that handle complex user interactions.

Setting Your Eyes On The Prize: What's Coming to Product Analytics in 2022

Last year, we discussed how 2020 had been a year of adaptation, both to the new business challenges that came about by the pandemic and to the behavioral changes in all individuals. In 2021, adaptation gave way to adoption: of new technologies to better cope with business needs, of data-driven processes that guide product development, and guidelines for digital-first collaboration across teams with varying degrees of remote availability. What is there to 2022 that will make our heads turn?

How Growing Companies Can Best Scale Their APIs

Application programming interfaces (APIs) are fast becoming the global standard for automated data exchange between and within companies. When a company first launches APIs, an adjacent step is to set up an effective system for automating API planning and implementation. But beyond that, as companies grow and expand their API use, the central challenge becomes figuring out how to best position APIs for scale as multiple, distributed teams build APIs across business units, often around the world.

The WebSocket Handbook: learn about the technology behind the realtime web

Standardized a decade ago through RFC 6455, WebSocket has since matured into one of the main technologies powering the modern web. Designed to be event-driven and full-duplex, and optimized for minimum overhead and low latency, WebSockets have become a preferred choice for many organizations and developers seeking to build interactive, realtime digital experiences that provide delightful user experiences.