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Articles from stack8s on sovereign AI, hybrid cloud architecture, and practical GPU economics.

GitOps vs DevOps: What is the Future of DevOps?

27 Oct 20232 min read

GitOps vs DevOps: What is the Future of DevOps?

The technology world is brimming with terminologies that often overlap, making it confusing for beginners and even professionals to differentiate. Two such terms that have garnered much attention lately are DevOps and GitOps. But are they so different, or do they share some similarities? And most importantly, what does the future hold for these methodologies? Let's dive in. What is DevOps? DevOps, a portmanteau of Development and Operations, signifies a cultural shift that emphasizes collabor

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The Power Duo: Kubeflow and MLflow - Benefits, Differences, and Use Cases

24 Oct 20233 min read

The Power Duo: Kubeflow and MLflow - Benefits, Differences, and Use Cases

When diving into the world of machine learning (ML) operations (MLOps), two names frequently come to the forefront: Kubeflow and MLflow. Both tools provide platforms to streamline ML processes, but each has its own set of strengths, differences, and best-use scenarios. In this blog post, we'll explore the benefits of both Kubeflow and MLflow, their key differences, and various use cases to better understand their roles in the ML landscape. Kubeflow: A Deep Dive into its Benefits Kubeflow, bor

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DevOps Engineer (Kubernetes Specialist)

23 Oct 20232 min read

DevOps Engineer (Kubernetes Specialist)

Location: EU (preferably: London/Oslo) or Remote Company Overview: Aceso Analytics is a leading tech company committed to offer healthcare/IoT, Critical Infrastructure amangement and Cloud Solutions. As part of our growth, we are looking for a seasoned DevOps Engineer with a focus on Kubernetes to join our dynamic team. Role Overview: As a Kubernetes Specialist, you will be instrumental in enhancing, deploying, and scaling our containerized applications and services. Your deep understandin

NHS Virtual Wards: Embracing Tech for Elderly Care with IoT, Sound Analytics, and More

20 Sept 20233 min read

NHS Virtual Wards: Embracing Tech for Elderly Care with IoT, Sound Analytics, and More

The National Health Service (NHS), an emblem of British pride, has been grappling with numerous challenges, ranging from funding constraints to surging demand for its services. Among the groups most affected are the elderly. However, the landscape of care is evolving, with innovations like virtual wards offering respite. Central to this transformation is the synergy of the Internet of Things (IoT), sound analytics, and data interpretation. Virtual Wards: Beyond Hospital Walls Virtual wards ha

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Is Kubernetes the answer to Cloud Infrastructure Vendor Lock-in ?

30 Aug 20232 min read

Is Kubernetes the answer to Cloud Infrastructure Vendor Lock-in ?

Cloud computing has revolutionized the way businesses operate, offering flexibility, scalability, and cost-effectiveness. However, as companies dive deeper into the cloud, they often face a looming challenge: vendor lock-in. Kubernetes, a powerful container orchestration platform, has emerged as a game-changer in this arena. In this post, we will explore how Kubernetes addresses vendor lock-in, ensuring businesses remain agile in a multi-cloud world. Understanding Vendor Lock-in Before we del

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Streamlit: Beyond Data Science Dashboards

06 Jul 20235 min read

Streamlit: Beyond Data Science Dashboards

Streamlit is an open-source Python framework for creating web apps for machine learning and data science. Without having to learn any front-end technologies or frameworks, it enables you to create apps in the same manner that Python scripts are created. Streamlit apps are responsive, interactive, and simple to share and use. Streamlit can be used to develop practical tools that go beyond data exploration and visualisation, although it is frequently used to build data science dashboards and appl

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What is Kubeflow and How Can It Be Used to Create Data Pipelines and serve MLOps challanges?

05 Jul 20233 min read

What is Kubeflow and How Can It Be Used to Create Data Pipelines and serve MLOps challanges?

Kubeflow is an open-source project developed by Google to help organizations run machine learning (ML) workflows on Kubernetes. It's an end-to-end platform that aims to make deploying and managing ML models easier and more efficient. In this post, we'll take a deep dive into what Kubeflow is and how it can be used for creating data pipelines and enabling Machine Learning Operations (MLOps). What is Kubeflow? Kubeflow is a machine learning toolkit for Kubernetes. The project is dedicated to ma

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Top 5 Open Source Serverless Projects for Kubernetes

16 Jun 20232 min read

Top 5 Open Source Serverless Projects for Kubernetes

Serverless computing has rapidly gained traction in the landscape of cloud computing. Despite its name, serverless doesn't mean servers are absent, but rather that the infrastructure management tasks are abstracted away from the developers. Kubernetes, recognized widely for orchestrating containers, offers an excellent environment for serverless computing. This blog post will delve into the top 5 open-source serverless projects deployable on Kubernetes. 1. Knative Knative is a platform based

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Sound Analytics on the Edge on Microcontrollers using TinyML

13 Jun 20233 min read

Sound Analytics on the Edge on Microcontrollers using TinyML

In recent years, the field of machine learning has witnessed a remarkable advancement in the domain of edge computing. Edge computing refers to the practice of processing and analyzing data closer to the source, typically on small, resource-constrained devices such as microcontrollers. One exciting application of edge computing is sound analytics, where the power of machine learning algorithms can be harnessed to extract valuable insights from audio data. This is made possible through the emergi

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