AI Operations (AIOPs) and their real-life functions
AI Operations (AIOPs) and their real-life functions The term “AIOps” stands for “artificial intelligence for IT operations”, and it refers to the use of machine learning and artificial intelligence to analyze various volumes of IT operations data to automate and optimize IT operations. With the use of different AIOps platforms, a lot of IT operations […]
Is there such a thing as free lunch?
Is there such a thing as free lunch? The well-known “No free lunch” theorem is something you’ve probably heard about if you’re familiar with machine learning in general. This article’s objective is to present the theorem as simply as possible while emphasizing the importance of comprehending its consequences in order to develop an AIOPS strategy. […]
Numenta & the Human Brain: Approaching True AI(ops)
What is Numenta? The extensive experience of Numenta in theoretical neuroscience research has resulted in significant discoveries about the workings of the brain. The development of the Thousand Brains Theory of Intelligence framework will now serve as a foundation for further research and new developments in Artificial Intelligence (AI) and Machine Learning (ML). Applying this […]
What is MLOps? Grok’s Approach to ML Based AIOps
What is MLOps? MLOps or Machine Learning Operations are a combination of best processes and practices that businesses use to run AI successfully. As a core function of Machine Learning (ML) engineering, MLOps focuses on establishing technologies and systemizing procedures for a scalable and centralized method of automating the management and deployment of machine learning […]
NTT Ltd. deploys Grok AIOPS Platform: Unmatched Efficiency Improvements in MTTR & MTTI
NTT deployed the Grok Aiops Platform at the forefront of their strategy, they saw rapid results- their initial deployment of Grok yielded a 50% improvement in mean time to repair (MTTR) and another 50% improvement in mean time to identify (MTTI).
Reinforced Learning What is Reinforced Learning in Machine Learning
Grokstream Clustering Distance Matrix What is Unsupervised Learning? Unsupervised learning is one of the machine learning categories that doesn’t need the supervision of models. A learning algorithm is used to discover undiscovered patterns in unlabeled data sets in unsupervised machine learning. Unlike supervised machine learning which employs human-labeled data, unsupervised learning algorithms utilize unstructured data […]
A machine learning Guide to HTM
A Machine Learning Guide to HTM A Machine Learning Guide to HTM (Hierarchical Temporal Memory) The research coming out of Numenta, which combines biological and machine intelligence, is fascinating. The insights are both intriguing as well as important for future understanding of how humans interact with their environment. Considering the extensive scope of the Numenta […]
Grokstream Clustering Distance Matrix
Grokstream Clustering Distance Matrix What is Unsupervised Learning? Unsupervised learning is one of the machine learning categories that doesn’t need the supervision of models. A learning algorithm is used to discover undiscovered patterns in unlabeled data sets in unsupervised machine learning. Unlike supervised machine learning which employs human-labeled data, unsupervised learning algorithms utilize unstructured data […]
Grok Combines Machine Learning and the Human Brain to Build Smarter AIOps
Grok Combines Machine Learning and the Human Brain to Build Smarter AIOps A few weeks ago I wrote a piece here about Moogsoft which has been making waves in the service assurance space by applying artificial intelligence and machine learning to the arcane task of keeping on keeping critical IT up and running and lessening the business […]
Alert Fatigue Causes Operational Disruption, Machine Learning Calms the Chaos
Alert Fatigue Causes Operational Disruption, Machine Learning Calms the Chaos If you spend time digging into the Machine Learning offerings from vendors today in the Telecom Service Assurance space, you will see that many of these vendors are positioning for significant replacement of the existing Service Assurance tools that require a completely new user front-end. […]
