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 207

Artificial Intelligence Government Strategy Website 207

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 203

Artificial Intelligence Healthcare Retail Government 203

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 109

Artificial Intelligence Social Media Google Internet 109

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 199

Technology Technology Artificial Intelligence Analytics 199

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 255

Innovation Software Software Artificial Intelligence 255

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 100

Artificial Intelligence Media Google Processing 100

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

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 155

Cloud Artificial Intelligence Virtualization Efficiency 155

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 225

AWS Lambda Artificial Intelligence Serverless 225

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 182

Artificial Intelligence Performance Innovation Speed 182

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 185

Artificial Intelligence Tuning Strategy Big Data 185

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 196

Government Analytics Benchmarking Storage 196

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

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

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

JANUARY 17, 2024

As organizations turn to artificial intelligence for operational efficiency and product innovation in multicloud environments, they have to balance the benefits with skyrocketing costs associated with AI. Training AI data is resource-intensive and costly, again, because of increased computational and storage requirements.

Strategy 218

Strategy Artificial Intelligence Storage Cloud 218

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 143

AWS Cloud Artificial Intelligence Innovation 143

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 115

AWS Artificial Intelligence Education Energy 115

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 130

Artificial Intelligence Lambda AWS Virtualization 130

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 149

Artificial Intelligence Transportation Education Airlines 149

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

O'Reilly

JUNE 27, 2023

That model creates the response images or text by interpreting the prompt and then replaying (a probabilistic variation of) the patterns it uncovered in its training data. Which means your chatbot is effectively a naive person who has access to all of the information from the training dataset. A rather juicy target, really.

Social Media 89

Social Media Media Website Database 89

O'Reilly

NOVEMBER 14, 2023

An AI trained on the works on Haydn and Mozart wouldn’t give you Beethoven; it would give you some (probably rather dull) amalgam, lacking the creativity of either Haydn or Mozart. After his images were removed from Stable Diffusion’s training data, fans developed an alternate model that was tuned to produce images in Rutkowski’s style.

Social Media 85

Social Media Innovation Media Tuning 85

Enprowess

MAY 10, 2018

As Artificial intelligence and Machine learning are in action now, there are various APIs and libraries available with Java too. An easy, fast and fun way to get started with it is – Automation of tag assignments in Liferay on uploaded images based on a pre-trained model. Training a model with updates. tensorflow-1.8.0.jar.

Artificial Intelligence 52

Artificial Intelligence Open Source Google Java 52

O'Reilly

FEBRUARY 14, 2023

Maybe it was discussed as a possibility in some mailing list that found its way into ChatGPT’s training data, but was never implemented? What would happen if we trained an AI like ChatGPT and, rather than viewing hallucination as error and trying to stamp it out, we optimized for better hallucinations? No, not that, either.

Artificial Intelligence 96

Artificial Intelligence Code Software Software 96

O'Reilly

FEBRUARY 16, 2023

Again, it’s important to realize that ChatGPT and LaMDA aren’t trained to be correct. You can train models that are optimized to be correct—but that’s a different kind of model.

Google 84

Google Media Engineering Internet 84

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

Official Blog - World Web Technology

NOVEMBER 19, 2023

They don’t have to hire, train, and manage developers, which would take time and work. Emerging Technologies With the increasing demand for emerging technologies such as artificial intelligence (AI), blockchain, and augmented reality (AR), outsourcing companies must keep up with the latest developments.

Development 59

Development Best Practices Website Artificial Intelligence 59

Official Blog - World Web Technology

NOVEMBER 22, 2023

More than a hundred highly trained employees work tirelessly to provide customers with cutting-edge technological solutions. These companies use cutting-edge technology in all aspects of their operations, from software and application development to data analysis and the development of artificial intelligence.

Software 59

Software Software Development Innovation 59

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 208

Artificial Intelligence DevOps Innovation Metrics 208

O'Reilly

MARCH 14, 2023

There’s probably a big list of prime numbers somewhere in its training set.) This is somewhat surprising because, if you’ve read much about ChatGPT, you know that math isn’t one of its strong points. However, its reasoning was incorrect–and that’s a lot more interesting.

Programming 104

Programming Code Testing Artificial Intelligence 104

O'Reilly

JULY 18, 2023

For example, one instructor was worried about recent lawsuits around Copilot’s use of open-source code as training data without attribution. Others shared concerns over the training data bias for AI tools. Also, since AI tools are typically trained on U.S./English-centric slang) from their countries.

Programming 61

Programming Education Code Strategy 61

Testsigma

JULY 13, 2021

Natural Language Processing (NLP) refers to a branch of Computer Science, or in more simple words, let us say it refers to a branch of Artificial Intelligence (AI). With a minimum or no amount of training, complex automated tests can be written with no coding involved. What is NLP?

Testing 52

Testing Artificial Intelligence Processing Programming 52