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InfoQ AI, ML, and Data Engineering Trends Report - September 2023
In this annual report, the InfoQ editors discuss the current state of AI, ML, and data engineering and what emerging trends you as a software engineer, architect, or data scientist should watch. We curate our discussions into a technology adoption curve with supporting commentary to help you understand how things are evolving.
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AI, ML, and Data Engineering InfoQ Trends Report—August 2022
In this annual report, the InfoQ editors discuss the current state of AI, ML, and data engineering and what emerging trends you as a software engineer, architect, or data scientist should watch. We curate our discussions into a technology adoption curve with supporting commentary to help you understand how things are evolving.
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AI, ML and Data Engineering InfoQ Trends Report - August 2021
How AI, ML and Data Engineering are evolving in 2021 as seen by the InfoQ editorial team. Topics discussed include deep learning, edge deployment of machine learning algorithms, commercial robot platforms, GPU and CUDA programming, natural language processing and GPT-3, MLOps, and AutoML.
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How King uses AI to test Candy Crush Saga
To be able to improve features in games which are constantly evolving, the challenge will be to scale tests to be on a par with new feature development. Automated tests are vital for King to keep up testing Candy Crush, therefore they are constantly looking for new improved ways to test.
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Q&A on the Book The Driver in the Driverless Car
The book The Driver in the Driverless Car by Vivek Wadhwa and Alex Salkever explores how technology is changing faster and faster, and what impact that can have on the future of our society. It aims to help frame decisions and thinking about rapidly developing technologies. Salkever and Wadhwa cover a wide variety of technologies, including robotics, AI, quantum computing, and driverless cars.
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The Magic of Organizing around Customer Journeys - and How to do it
Organizing around the value delivered to the customer requires maturity in the organization that needs to be built up over time. This article describes eight typical steps that companies are taking in order to mature towards the end goal of becoming a true enterprise agile organization, and explains how to move up the ladder.
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Using Java to Orchestrate Robot Swarms
Ocado Technology uses state-of-the-art robotics to power highly automated fulfillment centres. To orchestrate the robot swarms and maximise every bit of efficiency from the warehouses, they've developed a control system analogous to an air traffic control system. This article covers decisions regarding the language, development principles, and architecture choices.
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Open Source Robotics: Getting Started with Gazebo and ROS 2
An introduction to Gazebo, a powerful robot simulator that calculates physics, generates sensor data and provides convenient interfaces, and ROS 2, the latest version of the Robot Operating System, which offers familiar tools and capabilities, while expanding to new use cases. Both are open source and used by academia and industry alike.
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Next-Gen Autonomous System Design Made Easier with DDS and ROS
ROS recently released their new version: ROS2. In this version RTIs DDS, an open-standard communication framework, is used to communicate between robots, sensors, and computers. This article describes how multi-platform communication can be set up easily with the newest version of ROS and the DDS protocol.
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Q&A on the Book Testing in the Digital Age
The Book Testing in the Digital Age by Tom van de Ven, Rik Marselis, and Humayun Shaukat, explains the impact that developments like robotics, artificial intelligence, internet of things, and big data are having in testing. It explores the challenges and possibilities that the digital age brings us when it comes to testing software systems.
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Robotic Testing of Mobile Apps for Truly Black-Box Automation
Axiz is a robotic-test generator for mobile apps. Here, we compare our approach with simulation-based test automation, describe scenarios in which robotic testing is beneficial (or even essential), and tell how we applied Axiz to the popular Google Calculator app.