Operations | Monitoring | ITSM | DevOps | Cloud

What is MLOps?

MLOps is the short term for machine learning operations and it represents a set of practices that aim to simplify workflow processes and automate machine learning and deep learning deployments. It accomplishes the deployment and maintenance of models reliably and efficiently for production, at a large scale. MLOps is slowly evolving into an independent approach to the machine learning lifecycle that includes all steps – from data gathering to governance and monitoring.

Explaining Load Average in Linux for System Administrators & Developers

When you run the uptime command, most of you might be familiar with the three numbers appearing on the top right corner of your Linux screen. But, do you know what those numbers indicate or why there are three such numbers? It is called the load average, a metric that assesses the load on your computer systems. While it can be considered a precise tool for measuring system and resource engagement, it would only be worthwhile if you understand it right.

Open source in financial services - start with a strong foundation

Financial Institutions (FIs) need to respond with agility and business velocity to keep pace with changing economic conditions. Yet, emerging competition from fintechs and challenger banks and increasing customer expectations is making this task difficult, especially as regulatory and compliance requirements increase. Embracing the next phase of digital transformation is an imperative for financial institutions to sustain and grow in a competitive environment of rising cost pressures.

AWS re:Invent 2022 - Ubuntu and beyond: Securely managing open source on AWS

More and more companies are using open source. But how should it be secured? Similar or more urgent questions arise in the container world. Canonical is committed to securing open-source applications with not only Ubuntu but also a host of open-source applications for output (NGINX and Apache), runtime (Go, Node.js, and PHP), messaging (Kafka and RabbitMQ), data (MySQL, PostgreSQL, and Memcached) and observability and utilities (Prometheus and Grafana).

Application migration: best practices for success

Large enterprises usually have more than 1,000 systems running. Even smaller organisations may have hundreds of applications in their public cloud spaces or on their servers. In this world of IT systems, application migrations are common for the following reasons: In addition to these three general motivations, there is a growing repatriation trend. The public cloud provides the optimal environment for most systems but not for all. For some systems, private cloud hosting can be more cost-efficient.

Security and real-time Linux in a shifting automotive world

Software is completely changing the automotive industry - from vehicle design to use and maintenance. The whole lifecycle now relies on software and vehicles resembling “computers on wheels”. But vehicles aren’t regular devices like smartphones. They move humans at hundreds of kilometers per hour and need to be safe and secure at all times. When there is software involved, there are always security vulnerabilities. No cybersecurity expert can say the opposite. How can the automotive industry navigate the shift towards software-defined vehicles while ensuring the best level of security?

AI retail solutions: Market basket analysis

Retail is being reinvented by Artificial intelligence, and Machine Learning and retailers are challenged to respond to customers’ needs and preferences. From personalised promotions to inventory management, there is a wide spectrum of ai use cases in retail that are addressed by technological innovations. It is an industry that is rich in data, and more than using it to connect dots, machine learning retail solutions needs to gather insights to offer a better experience and retain clients.

Need help choosing an embedded Linux distribution? Get guidance here

Enterprises are looking to capitalise on the new wave of small form-factor computing and navigate the shift to the edge. Device manufacturers across the world are racing to build embedded, connected devices that will deliver on the promise of the fourth industrial revolution. Many of them are looking to explore data-driven value-chain optimisations, predictive maintenance and or new digital customer experiences.

Ubuntu Logs: How to Check and Configure Log Files

Ubuntu provides extensive logging capabilities, so most of the activities happening in the system are tracked via logs. Ubuntu logs are valuable sources of information about the state of your Ubuntu operating system and the applications deployed on it. The majority of the logs are in plain text ASCII format and easily readable. This makes them a great tool to use for troubleshooting and identifying the root causes associated with system failures or application errors.