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Simple steps to create scalable processes to deploy ML models as microservices 

This post was co-authored by Alejandro Saucedo, Director of Machine Learning Engineering at Seldon Technologies. About the co-author: Alejandro leads teams of machine learning engineers focused on the scalability and extensibility of machine learning deployment and monitoring products with over five million installations. Alejandro is also the Chief Scientist at the Institute for Ethical AI...Read more

Deploying SUSE SAP HA Automation in Microsoft Azure 

Why automation Maintaining a competitive advantage often depends on how quickly you can deliver new services. SAP applications are designed to help companies analyze data to anticipate new requirements and rapidly deliver new products and services. This gives you the ability to keep existing customers happy while attracting new business. In line with SUSE’s vision...Read more

How to monitor your Azure infrastructure with Filebeat and Elastic Observability 

Overview The ability to access the internal state of your application ecosystem is critical to optimizing your applications and the experience of your users. Elastic Cloud on Microsoft Azure gives you access to Elastic observability allowing you to monitor your infrastructure and see how every signal interrelates by utilizing a wide variety of resources that...Read more

Accelerate and simplify Scikit-learn model inference with ONNX Runtime 

Scikit-learn is one of the most useful libraries for general machine learning in Python. To minimize the cost of deployment and avoid discrepancies, deploying scikit-learn models to production usually leverages Docker containers and pickle, the object serialization module of the Python standard library. Docker is a good way to create consistent environments and pickle saves...Read more

Cloudera Data Platform’s integration with Azure delivers enterprise security and governance 

Modern analytics and the resulting business insights unlock new opportunities to optimize company performance and open new revenue streams. Since these initiatives also heighten the need for greater security and governance of company data, Identity and Access Management (IAM) needs to be a foundational component of any corporate security plan that covers company data. Critical...Read more

How to optimize Azure Machine Learning for IoT production usage 

Introduction Over the last few years IoT devices, machine learning (ML), and artificial intelligence (AI) have become very popular and now a lot of companies are moving forward to use them in production. All cloud providers, including Microsoft Azure, provide services on how to deploy developed ML algorithms to edge devices. The main concern of...Read more

How to deploy Elastic Cloud on Microsoft Azure 

From startups to the global 2000, Elastic powers search solutions for thousands of companies worldwide to find documents, monitor infrastructure, protect against security threats, and more. With Elastic Cloud managed services on Azure, you have the power of Elastic Enterprise Search, Elastic Observability, and Elastic Security. You can quickly and easily deploy as a managed...Read more

Accelerate traditional machine learning models on GPU with ONNX Runtime 

With the growing trend towards deep learning techniques in AI, there are many investments in accelerating neural network models using GPUs and other specialized hardware. However, many models used in production are still based on traditional machine learning libraries or sometimes a combination of traditional machine learning (ML) and DNNs. We’ve previously shared the performance...Read more

CloudSkew makes it easy to sketch cloud architecture diagrams 

CloudSkew is a free online diagram editor that helps you draw cloud architecture diagrams. CloudSkew diagrams can be securely saved to the cloud and icons for AWS, Microsoft Azure, Google Cloud Platform, Kubernetes, Alibaba Cloud, Oracle Cloud (OCI), and more are included. CloudSkew is currently in public preview and the full list of features and...Read more

Securing Open Liberty applications with Azure Active Directory via OpenID Connect 

Long gone are the days when you had to create your own user account management, authentication, and authorization for your web delivered software. Instead, contemporary applications leverage these functions (Identity and Access Management or IAM for short) from an external provider. As a full-featured Java application runtime, Open Liberty has great options for externally provided IAM....Read more

Extreme programming meets systematic testing using Coyote 

Our world is increasingly reliant on cloud services that are expected to have high availability and handle high throughput with minimal latency. These services are also expected to be resilient and reliable in the presence of internal and external failures, while maintaining a high quality bar in the presence of continuous evolution and change. This...Read more

Announcing cloud-native workflows using Dapr and Logic Apps 

The Distributed Application Runtime (Dapr) project is growing rapidly are we’re grateful for all the community support and customer feedback. While working with customers building business applications, we find that one of the most frequent needs is the ability to schedule, automate, and orchestrate business processes. This is often called a business workflow. Workflows also...Read more