Zenoss

We had so many great meetings at #DTX Manchester! Great to see so many customers and partners.

The absence of comprehensive monitoring tools in today’s complex IT environments introduces significant challenges and risks. Without the ability to oversee the entire stack, organizations may run into an undetected performance issue, leading to potential downtime. According to numerous studies, that can cost between $5,600 and $9,000 per minute. Fortunately, full-stack monitoring emerges as a worthy solution. Check out our latest blog post to learn how to master full-stack monitoring in your IT operations.

The Bag-of-Words technique is a fundamental method used in natural language processing for representing text data in a numerical format that machine learning algorithms can understand. It is a simple yet powerful approach that converts text documents into vectors based on the frequency of words appearing in the documents, disregarding the order in which they appear. Check out our latest blog post to find out more.

In the ever-expanding landscape of machine learning, #FeatureExtraction stands out as a crucial technique for enhancing the performance of models and uncovering valuable insights from complex datasets. This process, rooted in the principles of data preprocessing and feature engineering, plays a pivotal role in transforming raw data into meaningful representations that facilitate accurate predictions and decision-making. Check out our latest blog post to find out more.

Effective capacity planning and management are fundamental to maintaining a robust IT infrastructure, helping teams optimize available resources to meet performance needs. In this guide, we’ll walk you through everything you need to know about these invaluable processes to ensure your organization’s IT infrastructure is prepared for current and future demands.

#Observability and #monitoring are two methods IT Ops and DevOps teams use to quickly find and resolve the underlying root cause of problems such as outages and unplanned downtime. While the terms are often used in tandem or even interchangeably, there are important distinctions between the two. To help you understand the difference between observability vs. monitoring, check out our latest blog post to take closer look at what these concepts mean, how they work, and how you can use both effectively across your IT infrastructure.

#MachineLearning is a powerful tool that enables computers to learn from data and make predictions or decisions without being explicitly programmed. Two fundamental approaches to machine learning are supervised and unsupervised learning. Check out our blog post to explore the key differences between these two approaches, along with examples of their applications.

Revolutionize how you address IT application and system health. Join Zenoss and Forrester Wednesday, March 27, 11 a.m. CDT, for a webinar on #monitoring, #observability and #AIOps. Register now: https://lnkd.in/g_AVzD65

A key element in the distinction between vectors and embeddings is continuous space. So, what is a continuous space in this context? In the context of vector embeddings, a continuous space refers to a space where the arrangement of vectors corresponds to a continuous and smooth representation of the relationships between entities. This is in contrast to a discrete space, where the arrangement might be more rigid and lack the nuanced gradations found in a continuous space. Check out our latest blog post to dive into the key characteristics of a #ContinuousSpace in the context of vector embeddings.

Applications serve as the backbone of countless operations, driving productivity, customer experience and business success. Tracking and managing their performance is therefore critical to maintain continuity and efficiency, enabling IT teams to proactively identify and resolve issues before they lead to downtime and potential revenue loss. That’s where #APM comes in. With APM technology, you get real-time information on the applications within your infrastructure. However, it’s not a comprehensive view. Find out more in our latest blog post.