Dynatrace

JANUARY 4, 2024

Artificial intelligence is rapidly transforming the world around us, with applications based on AI emerging in virtually every industry and sector. It can be difficult to understand the basis of AI systems’ decisions, particularly when they are trained on large and complex data sets. AI system bias. Data in context.

Artificial Intelligence 237

Artificial Intelligence Strategy Traffic Virtualization 237

Dynatrace

SEPTEMBER 5, 2023

Hypermodal AI combines three forms of artificial intelligence: predictive AI, causal AI, and generative AI. Causal AI is an artificial intelligence technique used to determine the exact underlying causes and effects of events or behavior. The combination is synergistic.

Cloud 224

Cloud Artificial Intelligence Innovation Azure 224

Dynatrace

MAY 2, 2024

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. blog Generative AI is an artificial intelligence model that can generate new content—text, images, audio, code—based on existing data. What is generative AI? Learn more about the state of AI in 2024.

Artificial Intelligence 214

Artificial Intelligence Cloud Best Practices DevOps 214

Dynatrace

JULY 20, 2022

Artificial intelligence (AI) has been a hot topic among federal agencies as government IT leaders look to modernize their systems to help solve complex challenges. I was eager to take part in a recent Digital Government Institute workshop, “ Demystifying Artificial Intelligence.” Dynatrace news.

Artificial Intelligence 214

Artificial Intelligence Government Strategy Website 214

Dynatrace

FEBRUARY 26, 2024

Digital transformation – which is necessary for organizations to stay competitive – and the adoption of machine learning, artificial intelligence, IoT, and cloud is completely changing the way organizations work. In fact, it’s only getting faster and more complicated.

Artificial Intelligence 196

Artificial Intelligence IoT Programming Innovation 196

Dynatrace

JANUARY 22, 2024

Artificial intelligence adoption is on the rise everywhere—throughout industries and in businesses of all sizes. Data lakehouses play a pivotal role in facilitating causal AI by providing a versatile data management infrastructure for vast amounts of diverse data —a requirement for AI training models.

Artificial Intelligence 210

Artificial Intelligence Healthcare Retail Government 210

Dynatrace

OCTOBER 31, 2023

In attempting to address this difficult workforce challenge, chief information security officers (CISOs) are considering automation and artificial intelligence (AI) defense tools as a cost-effective, highly efficient option. There are now 3.5 million global vacancies for the profession, up from 1 million vacancies ten years ago.

Artificial Intelligence 187

Artificial Intelligence Energy Government Technology 187

Dynatrace

OCTOBER 14, 2021

Artificial intelligence for IT operations (AIOps) is an IT practice that uses machine learning (ML) and artificial intelligence (AI) to cut through the noise in IT operations, specifically incident management. They require extensive training, and real-user must spend valuable time filtering any false positives.

Artificial Intelligence 215

Artificial Intelligence DevOps Innovation Metrics 215

Dynatrace

DECEMBER 13, 2023

That’s why many organizations are turning to generative AI—which uses its training data to create text, images, code, or other types of content that reflect its users’ natural language queries—and platform engineering to create new efficiencies and opportunities for innovation.

Technology 205

Technology Technology Artificial Intelligence Analytics 205

O'Reilly

MARCH 26, 2024

TL;DR LLMs and other GenAI models can reproduce significant chunks of training data. Specific prompts seem to “unlock” training data. Generative AI Has a Plagiarism Problem ChatGPT, for example, doesn’t memorize its training data, per se. This is the basis of The New York Times lawsuit against OpenAI. They are dream machines.

Artificial Intelligence 110

Artificial Intelligence Social Media Google Internet 110

Scalegrid

MAY 13, 2020

Greenplum provides a powerful combination of massively parallel processing databases and advanced data analytics which allows it to create a framework for data scientists and architects to make business decisions based on data gathered by artificial intelligence and machine learning.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

MAY 17, 2023

GPT (generative pre-trained transformer) technology and the LLM-based AI systems that drive it have huge implications and potential advantages for many tasks, from improving customer service to increasing employee productivity. Achieving this precision requires another type of artificial intelligence: causal AI.

Innovation 262

Innovation Software Software Artificial Intelligence 262

O'Reilly

DECEMBER 12, 2023

Another group of cases involving text (typically novels and novelists) argue that using copyrighted texts as part of the training data for a Large Language Model (LLM) is itself copyright infringement, 1 even if the model never reproduces those texts as part of its output. What should copyright law mean in the age of artificial intelligence?

Artificial Intelligence 101

Artificial Intelligence Media Google Processing 101

Dynatrace

OCTOBER 17, 2022

Artificial intelligence for IT operations, or AIOps, combines big data and machine learning to provide actionable insight for IT teams to shape and automate their operational strategy. It works without having to identify training data, then training and honing. On the other end of the tree, you can assess the impact.

DevOps 198

DevOps Artificial Intelligence Healthcare Innovation 198

Dynatrace

NOVEMBER 22, 2021

Having recently achieved AWS Machine Learning Competency status in the new Applied Artificial Intelligence (Applied AI) category for its use of the AWS platform, Dynatrace has demonstrated success building AI-powered solutions on AWS. These modern, cloud-native environments require an AI-driven approach to observability.

AWS 230

AWS Lambda Artificial Intelligence Serverless 230

Dynatrace

JANUARY 16, 2020

One of the fundamental differences between machine learning systems and the artificial intelligence (AI) at the core of the Dynatrace Software Intelligence Platform is the method of analysis. Require training—learning periods—to uncover structure and commonalities and identify normal behavior.

Cloud 156

Cloud Artificial Intelligence Virtualization Efficiency 156

O'Reilly

APRIL 4, 2024

In the case of artificial intelligence, training large models is indeed expensive, requiring large capital investments. OpenAI, for example, has trained not just on publicly available data but reportedly on copyrighted content retrieved from pirate sites. But those investments demand commensurately large returns.

Artificial Intelligence 61

Artificial Intelligence Open Source Innovation Transportation 61

Dynatrace

FEBRUARY 10, 2022

And it is fueled by AIOps, or artificial intelligence for IT operations , which provides contextualized data—without the time-consuming need to train data with machine learning. Consider a true self-driving car as an example of how this software intelligence works.

Artificial Intelligence 187

Artificial Intelligence Performance Innovation Speed 187

Dynatrace

JULY 6, 2022

While automating IT processes without integrated AIOps can create challenges, the approach to artificial intelligence itself can also introduce potential issues. AI that is based on machine learning needs to be trained. This requires significant data engineering efforts, as well as work to build machine-learning models.

Artificial Intelligence 191

Artificial Intelligence Tuning Strategy Big Data 191

Dynatrace

SEPTEMBER 3, 2020

AIOps is the terminology that indicates the use of, typically, machine learning (ML) based artificial intelligence to cut through the noise in IT operations, specifically incident handling and management. It works without identifying training data, then training and honing. Dynatrace news. Traditional AIOps is Slow.

Software 264

Software Software Artificial Intelligence Metrics 264

Dynatrace

JANUARY 4, 2024

While this approach can be effective if the model is trained with a large amount of data, even in the best-case scenarios, it amounts to an informed guess, rather than a certainty. Because IT systems change often, AI models trained only on historical data struggle to diagnose novel events. That’s where causal AI can help.

Government 202

Government Analytics Benchmarking Storage 202

O'Reilly

APRIL 30, 2024

Given that our leading scientists and technologists are usually so mistaken about technological evolution, what chance do our policymakers have of effectively regulating the emerging technological risks from artificial intelligence (AI)? We ought to heed Collingridge’s warning that technology evolves in uncertain ways.

Social Media 88

Social Media Artificial Intelligence Innovation Logistics 88

O'Reilly

AUGUST 8, 2023

Langchain is frequently used to look up relevant articles that weren’t in ChatGPT’s training data and package them as part of a lengthy prompt. Searches for Artificial Intelligence appear to be holding their own, though it’s surprising that there are so few searches for AI compared to Machine Learning.

Artificial Intelligence 72

Artificial Intelligence Programming Games Open Source 72

Dynatrace

MARCH 16, 2021

To recognize both immediate and long-term benefits, organizations must deploy intelligent solutions that can unify management, streamline operations, and reduce overall complexity. It takes times to train statistics-based machine learning solutions, and this approach doesn’t scale easily with modern, dynamic cloud-native environments.

Artificial Intelligence 194

Artificial Intelligence Open Source Cloud Analytics 194

InfoQ

MAY 8, 2024

Jules Damji discusses which infrastructure should be used for distributed fine-tuning and training, how to scale ML workloads, how to accommodate large models, and how can CPUs and GPUs be utilized? By Jules Damji

Tuning 79

Tuning Infrastructure Artificial Intelligence Data Engineering 79

O'Reilly

JUNE 15, 2023

In response, the Association for the Advancement of Artificial Intelligence published its own letter citing the many positive differences that AI is already making in our lives and noting existing efforts to improve AI safety and to understand its impacts. Should we risk loss of control of our civilization?” What should be disclosed?

Artificial Intelligence 113

Artificial Intelligence Best Practices Metrics Systems 113

Dynatrace

JULY 27, 2020

With advancements in artificial intelligence (AI), machine learning and self-healing, one begins to wonder if dashboards are even needed anymore. You will also see additional information on prerequisites and links to training videos. Do we really need dashboards? I empathically say “YES”, we need and love dashboards!

Analytics 172

Analytics Artificial Intelligence Metrics Design 172

O'Reilly

JANUARY 6, 2020

The programming world will increasingly be split between highly trained professionals and people who don’t have a deep background but have a lot of experience building things. Like reading, some people learn how to code with little training, and others don’t. We need to rethink the role of the programmer.

Programming 98

Programming Artificial Intelligence Education Games 98

Dynatrace

MARCH 10, 2021

This week Dynatrace achieved Amazon Web Services (AWS) Machine Learning Competency status in the new Applied Artificial Intelligence (Applied AI) category. It needs to collect a substantial amount of data at the beginning to build a training dataset that an algorithm can begin to learn from. Dynatrace news.

AWS 145

AWS Cloud Artificial Intelligence Innovation 145

All Things Distributed

JUNE 30, 2017

When we set out to build Amazon Connect, we thought deeply about how artificial intelligence could be applied to improve the customer experience. For instance, Zillow trains and retrains 7.5 We think artificial intelligence has a lot of potential to improve the experience of both customers and service operations.

Artificial Intelligence 128

Artificial Intelligence Lambda AWS Virtualization 128

Scalegrid

JANUARY 12, 2024

Utilizing cloud platforms is especially useful in areas like machine learning and artificial intelligence research. Executing cutting-edge intelligent apps’ deployment after successful training becomes much easier thanks primarily to this functionality made possible! Additionally.

Cloud 130

Cloud Virtualization Storage Efficiency 130

All Things Distributed

DECEMBER 18, 2017

We have also been investing in helping to grow the entire French IT community with training, education, and certification programs. To continue this trend, we recently announced plans for AWS to train, at no charge, more than 25,000 people in France, helping them to develop highly sought-after skills.

AWS 112

AWS Artificial Intelligence Education Energy 112

All Things Distributed

SEPTEMBER 4, 2017

In the case of artificial intelligence (AI) and machine learning (ML), this is different. Secondly, there is enough affordable computing capacity in the cloud for companies and organizations, no matter what their size, to use intelligent applications. Artificial intelligence helps to satisfy the customer.

Artificial Intelligence 147

Artificial Intelligence Transportation Education Airlines 147

O'Reilly

OCTOBER 24, 2023

Ever since the current craze for AI-generated everything took hold, I’ve wondered: what will happen when the world is so full of AI-generated stuff (text, software, pictures, music) that our training sets for AI are dominated by content created by AI. At some point in the near future, new models will be trained on code that they have written.

Programming 89

Programming Processing Code Artificial Intelligence 89

Scalegrid

JANUARY 11, 2024

To combat this issue, certain strategies are recommended such as prioritizing alerts based on severity levels, reducing false positives through advanced detection techniques, automating response protocols for faster action-taking, and providing adequate training and resources for personnel responsible for managing security.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

O'Reilly

FEBRUARY 15, 2022

I suspect it’s possible to do a fairly decent job without billions of parameters and terabytes of training data (though I may be naive). Comprehension is a poorly-defined term, like many terms that frequently show up in discussions of artificial intelligence: intelligence, consciousness, personhood. Dilsey endured.

Artificial Intelligence 117

Artificial Intelligence Testing Engineering Programming 117

Testsigma

DECEMBER 20, 2019

Artificial Intelligence (AI) is one such technology that has made a substantial contribution to automation in general. Artificial Intelligence (AI): A brief introduction. Artificial Intelligence (AI) is an interdisciplinary branch of computer science, parts of which have been commercialized.

Artificial Intelligence 54

Artificial Intelligence Testing Healthcare Innovation 54