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 233

Cloud Artificial Intelligence Innovation Azure 233

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 224

Artificial Intelligence DevOps Innovation Metrics 224

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 220

Artificial Intelligence Healthcare Retail Government 220

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 242

Artificial Intelligence Cloud Best Practices DevOps 242

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 206

Artificial Intelligence IoT Programming Innovation 206

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

APRIL 22, 2024

Many organizations are turning to generative artificial intelligence and automation to free developers from manual, mundane tasks to focus on more business-critical initiatives and innovation projects. These help teams with data augmentation, anomaly detection, simulation, and documentation, among other areas.

Software 179

Software Software Artificial Intelligence Development 179

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 273

Innovation Software Software Artificial Intelligence 273

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 237

AWS Lambda Artificial Intelligence Serverless 237

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 197

Artificial Intelligence Energy Government Technology 197

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 216

Technology Technology Artificial Intelligence Analytics 216

O'Reilly

JUNE 7, 2022

And that refusal is as important to intelligence as the ability to solve differential equations, or to play chess. Indeed, the path towards artificial intelligence is as much about teaching us what intelligence isn’t (as Turing knew) as it is about building an AGI. Can those tasks even be enumerated?

Artificial Intelligence 145

Artificial Intelligence Games Energy Open Source 145

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 159

Cloud Artificial Intelligence Virtualization Efficiency 159

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 209

DevOps Artificial Intelligence Healthcare Innovation 209

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 203

Artificial Intelligence Open Source Cloud Analytics 203

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 195

Artificial Intelligence Performance Innovation Speed 195

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 202

Artificial Intelligence Tuning Strategy Big Data 202

All Things Distributed

DECEMBER 13, 2016

Fraud.net uses AWS to build and train machine learning models in detecting online payment fraud. Unbabel uses a combination of artificial intelligence and human translation to deliver fast, cost-effective, high-quality translation services globally. Fraud.net is a good example of this.

AWS 157

AWS Cloud Artificial Intelligence IoT 157

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 177

Analytics Artificial Intelligence Metrics Design 177

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 212

Government Analytics Benchmarking Storage 212

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 111

Artificial Intelligence Social Media Google Internet 111

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 116

Artificial Intelligence Lambda AWS Virtualization 116

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 116

Artificial Intelligence Transportation Education Airlines 116

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 148

AWS Cloud Artificial Intelligence Innovation 148

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

O'Reilly

JUNE 18, 2024

Last month, TheNew York Times claimed that tech giants OpenAI and Google have waded into a copyright gray area by transcribing the vast volume of YouTube videos and using that text as additional training data for their AI models despite terms of service that prohibit such efforts and copyright law that the Times argues places them in dispute.

Social Media 141

Social Media Media Open Source Traffic 141

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 103

Artificial Intelligence Media Google Processing 103

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 87

AWS Artificial Intelligence Education Energy 87

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 119

Artificial Intelligence Testing Engineering Programming 119

O'Reilly

NOVEMBER 26, 2024

They don’t respond to changes quickly, and that leaves them particularly vulnerable when providing training for industries where change is rapid. Staying current in the tech industry is a bit like being a professional athlete: You have to train daily to maintain your physical conditioning.

Education 80

Education Azure AWS Java 80

ACM Sigarch

APRIL 26, 2018

Dataflow Processing Unit (DPU) is the product of Wave Computing, a Silicon Valley company which is revolutionizing artificial intelligence and deep learning with its dataflow-based solutions. The IPU design supports both training and inference, and is a memory-centric design. FPU: Floating Processing Unit (FPU).

Hardware 99

Hardware Artificial Intelligence Architecture Google 99

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 115

Artificial Intelligence Best Practices Metrics Systems 115

O'Reilly

APRIL 5, 2023

The notion that artificial intelligence will help us prepare for the world of tomorrow is woven into our collective fantasies. That’s because AI algorithms are trained on data. And it’s safe to say that most AI algorithms are trained on datasets that are significantly older. Your coat was red or blue.

Artificial Intelligence 111

Artificial Intelligence Energy Government Virtualization 111

O'Reilly

DECEMBER 10, 2024

Like OpenAIs GPT-4 o1, 1 its training has emphasized reasoning rather than just reproducing language. GPT-4 o1 was the first model to claim that it had been trained specifically for reasoning. There are more than a few math textbooks online, and its fair to assume that all of them are in the training data.

C++ 76

C++ Design Google Games 76

O'Reilly

NOVEMBER 28, 2023

Training models and developing complex applications on top of those models is becoming easier. Many of the new open source models are much smaller and not as resource intensive but still deliver good results (especially when trained for a specific application). report that the difficulty of training a model is a problem.

Open Source 111

Open Source Google Artificial Intelligence Infrastructure 111

O'Reilly

OCTOBER 22, 2024

The way we train juniors, whether it’s at university or in a boot camp or whether they train themselves from the materials we make available to them (Long Live the Internet), we imply from the very beginning that there’s a correct answer. The answer to “what’s the solution” is “it depends.”

Development 109

Development Code Google Engineering 109

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 75

Artificial Intelligence Programming Games Open Source 75