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Zenoss

What Is Network Monitoring and Why Is It Essential?

Network monitoring is an essential pillar of maintaining a healthy IT infrastructure. Without an effective network monitoring system in place, your organization could be losing out on better performance, greater efficiency and increased cost savings. In this guide, we'll walk you through everything you need to know about network monitoring to understand what it is and why it’s critical for your operations.

Understanding Hybrid IT Environments

In today's tech landscape, businesses are undergoing a significant shift in how they manage their IT infrastructure. Cloud computing has been a huge force in this transformation, leading to a blend of on-prem and cloud-based services known as hybrid IT. With a hybrid IT infrastructure, you can take advantage of both the control and security of on-prem solutions, as well as the scalability and flexibility of cloud architecture. But is hybrid IT right for your business?

AI Explainer: Demystifying Embeddings

In a previous blog post, entitled "What's Our Vector, Victor?," I went through the basics of vector databases. That post explained how vector databases are used by large language models, and one of the concepts included was this brief explanation of embeddings: So, let's dig in a little more on this. Embeddings, in the context of vector databases, refer to vector representations of data points or entities within the database.

AI Explainer: What's Our Vector, Victor?

The reference in the title is from the 1980 film “Airplane.” If you recognized it, I’m sorry to inform you that you’re getting old (like me). Let’s talk about vector databases. A vector database is a type of database that stores and organizes data in the form of vectors, which are mathematical representations of objects or entities in a multidimensional space.

The World Needs Problem Solvers, Not Problem Identifiers

Last week we announced the release of new capabilities to proactively identify and address website and web application issues that may impact user experience or the functionality of the applications. The capability, called site availability monitoring (SAM), is immediately available to all customers.

AI Explainer: ChatGPT Doesn't Actually Understand Any Words

Computers understand numbers. So, how do large language models (LLMs) mimic human speech? Do LLMs like ChatGPT actually understand words? The short answer is no. LLMs process and represent words using numerical embeddings. These numerical representations enable the model to perform computations, make predictions and generate text. However, it's essential to clarify that the model doesn't possess a true understanding of words in the way humans do. Here's a breakdown of the process.

AI Explainer: The Dirty Little Secret About ChatGPT

ChatGPT, developed by OpenAI and launched in November 2022, isn’t the only large language model that has received lots of attention lately, but it’s by far the most widely known. A previous blog post that listed a glossary of AI terms included this brief definition: You may have read over the past year that GPT-4 (the paid version of ChatGPT) has been able to pass many difficult exams. Here are just a few.

From Cloud to AI: The Evolution of IT Infrastructure

Zenoss Chief Product Officer Trent Fitz was recently featured on the "Tech Talks Daily" podcast, hosted by Neil Hughes. Trent is a pioneer in the realm of AIOps with over two decades of experience in artificial intelligence, cloud computing and cybersecurity. His expertise in cloud computing has significantly influenced his work with AIOps, especially in managing the increasing complexity of cloud-based infrastructure.

AI Explainer: What Are Neural Networks?

In a previous blog post, which was a glossary of terms related to artificial intelligence, I included this brief definition of "neural networks": Let’s go a bit deeper on that. Neural networks are a class of artificial intelligence (AI) and machine learning models inspired by the structure and functioning of the human brain. They are a subset of AI techniques that have gained significant popularity due to their ability to learn and make decisions from data.

AI Explainer: What Are Reinforcement Learning 'Rewards'?

In a previous blog post, which was a glossary of terms related to artificial intelligence, I included this brief definition of "reinforcement learning": I expect this definition would prompt many to ask, "What rewards can you give a machine learning agent?" A gold star? Praise? No, the short answer is: numerical values. In reinforcement learning, rewards are crucial for training agents to make decisions that maximize their performance in a given environment.