O'Reilly

APRIL 2, 2025

On April 22, 2022, I received an out-of-the-blue text from Sam Altman inquiring about the possibility of training GPT-4 on OReilly books. And now, of course, given reports that Meta has trained Llama on LibGen, the Russian database of pirated books, one has to wonder whether OpenAI has done the same. We chose one called DE-COP.

Internet 123

Internet Internet Google Testing 123

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 246

Cloud Artificial Intelligence Innovation Azure 246

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 264

Artificial Intelligence Strategy Virtualization Traffic 264

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 246

Artificial Intelligence DevOps Innovation Metrics 246

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 242

Software Software Artificial Intelligence Development 242

Dynatrace

MARCH 29, 2024

Artificial intelligence, including more recent advances in generative AI , is becoming increasingly important as organizations look to modernize how IT operates. At every organization, the digital landscape is evolving rapidly, presenting IT operations teams with unique challenges.

Artificial Intelligence 246

Artificial Intelligence DevOps Strategy Open Source 246

DZone

JANUARY 29, 2024

The emergence of bias in artificial intelligence (AI) presents a significant challenge in the realm of algorithmic decision-making. AI models often mirror the data on which they are trained. It can unintentionally include existing societal biases, leading to unfair outcomes.

Artificial Intelligence 173

Artificial Intelligence Monitoring Processing 173

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 226

Cloud Artificial Intelligence Virtualization Efficiency 226

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 264

Artificial Intelligence Healthcare Retail Government 264

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 246

Artificial Intelligence Energy Government Technology 246

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 264

Artificial Intelligence Cloud Best Practices DevOps 264

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 246

Artificial Intelligence IoT Programming Innovation 246

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++ 102

C++ Design Google Games 102

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 306

Innovation Software Software Artificial Intelligence 306

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 264

Technology Technology Artificial Intelligence Analytics 264

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 260

Artificial Intelligence Performance Innovation Speed 260

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 133

Development Code Google Engineering 133

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

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 262

Artificial Intelligence Open Source Cloud Analytics 262

O'Reilly

MARCH 11, 2025

The surprise wasnt so much that DeepSeek managed to build a good modelalthough, at least in the United States, many technologists havent taken seriously the abilities of Chinas technology sectorbut the estimate that the training cost for R1 was only about $5 million. Thats roughly 1/10th what it cost to train OpenAIs most recent models.

Artificial Intelligence 61

Artificial Intelligence Infrastructure Government Open Source 61

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 246

AWS Lambda Artificial Intelligence Serverless 246

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 246

DevOps Artificial Intelligence Healthcare Innovation 246

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 250

Analytics Artificial Intelligence Metrics Design 250

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 246

Artificial Intelligence Tuning Strategy Big Data 246

O'Reilly

NOVEMBER 19, 2024

Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. See the primary sources “ REALM: Retrieval-Augmented Language Model Pre-Training ” by Kelvin Guu, et al., at Facebook—both from 2020.

Open Source 125

Open Source Entertainment Database Healthcare 125

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

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 221

AWS Cloud Artificial Intelligence Innovation 221

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 155

AWS Cloud Artificial Intelligence IoT 155

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 263

Government Analytics Benchmarking Storage 263

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 126

Artificial Intelligence Social Media Google Internet 126

O'Reilly

JANUARY 28, 2025

If DeepSeek was indeed trained for roughly a tenth of what it cost to train o1, and if inference (generating answers) on DeepSeek costs roughly one-thirtieth what it costs on o1 ( $2.19 Ive long believed that the key to AIs success would be minimizing the cost of training and inference. It clearly isnt.

Government 60

Government Engineering Technology Technology 60

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 132

Artificial Intelligence Media Google Processing 132

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 115

Artificial Intelligence Lambda AWS Virtualization 115

O'Reilly

MARCH 11, 2025

Much of the code ChatGPT was trained on implemented those dark patterns. It is the ability to decide what is new and unexpected and to shape what matters to people that is the heart of creative intelligence not just in the arts but in business and in politics.

Artificial Intelligence 52

Artificial Intelligence Hardware Website Media 52

All Things Distributed

NOVEMBER 30, 2016

automatic speech recognition, natural language understanding, image classification), collect and clean the training data, and train and tune the machine learning models. We are in the early days of machine learning and artificial intelligence. Summing it all up. As we say in Amazon, we are still in Day 1.

AWS 153

AWS Lambda Artificial Intelligence Mobile 153

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 113

Artificial Intelligence Transportation Education Airlines 113

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 142

Artificial Intelligence Best Practices Metrics Systems 142