When Machine Learning Becomes Machine Design: new paradigms and patterns for automated deep learning

Andrew Ferlitsch reveals new paradigms–and patterns–for automated deep learning

Andrew Ferlitsch, from the developer relations team at Google Cloud AI, is so far out on the cutting edge of machine learning and artificial intelligence that he has to invent new terminology to describe what’s happening in Cloud AI with Google Cloud’s enterprise clients. In this interview with editors at Manning Publications, he talks about the current and coming changes in machine learning systems, starting with the concept of model amalgamation. Ferlitsch is currently writing a book, Deep Learning Design Patterns, which collects his ideas along with the most important composable model components.

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Introducing Knative Serving

From Knative in Action by Jacques Chester

This article covers

•  Deploying a new Service with Knative Serving

•  Updating the Service with Revisions

•  Splitting traffic between Revisions

•  The major components of Serving and what they do

The Basic Building Blocks of SSI

From Self-Sovereign Identity by Drummond Reed & Alex Preukschat

This article delves into the constituent parts of Self-Sovereign Identity (SSI), and how they work together.

Free eBook: Exploring Machine Learning Basics

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Exploring Machine Learning Basic is a free eBook with chapters selected by Luis G. Serrano.

Introducing Edge Computing

From Making Sense of Edge Computing by Cody Bumgardner

Conceptually, edge computing is concerned with when it’s best to migrate computational functionally toward source of data and when it is best to move the data itself. This abstract concept of function versus data migration drives not only the fundamental motivations of edge computing, but also the broader field of distributed systems. The act of distributing processes makes even the simplest tasks more complicated.

Logical Access Protection: Securing the use of your AWS account with IAM

From AWS Security by Dylan Shields

This article deals with methods you can use to secure your AWS account.

Managing Component State with the useState Hook

From React Hooks in Action by John Larsen

If you’re building React apps, then you’re expecting the data your app uses to change over time. Whether it’s fully server-rendered, a mobile app or all in a browser, your application’s user interface should represent the current data or state at the time of rendering. Sometimes multiple components throughout the app will use the data, and sometimes a component doesn’t need to share its secrets and can manage its own state without the help of mammoth, application-wide state-store behemoths. In this article, we’ll keep it personal and concentrate on components taking care of themselves, without regard for other components around them.

Getting Started with ASP.NET Core

From ASP.NET Core in Action, Second Edition by Andrew Lock

This article discusses the advantages of ASP.NET Core and why you should (or shouldn’t) choose to use it for your application.

Using AI to Get Business Results

From Succeeding with AI by Veljko Krunic

This article discusses how to get practical business results from AI and how this book will help you learn how to do it.

Free eBook: Exploring Software Extensibility

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Exploring Software Extensibility is a free eBook with chapters selected by Dane Hillard.

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