Devices are everywhere but they all need maintenance. Maintaining household gadgets such as laptops, printers and smart watches has become easier over the years as update technology evolves. Today, users do not have to even think about updates – they can seamlessly take place in the background or overnight. These updates take place over-the-air (OTA) and have revolutionised the way that we keep hardware, software or firmware maintained.

Network security breaches are every business’s nightmare. A security breach could be anything from password attacks with further unauthorized system access to data leakage. Whether it is a small start-up or a large enterprise with millions of dollars in turnover, a single network security breach can be detrimental to the reputation of any company, not to mention the financial losses incurred. According to the 2021 Thales Data Threat Report, 45% of US companies suffered a data breach in 2020.

Canonical, the publisher of Ubuntu, announced today the general availability of Charmed Kubeflow 1.7. Charmed Kubeflow is an open-source, end-to-end MLOps platform that can run on any cloud, including hybrid cloud or multi-cloud scenarios. This latest release offers the ability to run serverless machine learning workloads and perform model serving, regardless of the framework that professionals use.

Manufacturing and industrial organizations are firmly in the era of Industry 4.0. The third wave of industrial revolution, which saw the introduction of computers, robots, and automation in industrial processes, has given way to instrumentation, and the use of advanced technologies, like machine learning (ML) and artificial intelligence (AI), using both raw and trained data, to enhance industrial processes.