O'Reilly on Data

OCTOBER 24, 2023

At some point in the near future, new models will be trained on code that they have written. At least one research group has experimented with training a generative model on content generated by generative AI, and has found that the output, over successive generations, was more tightly constrained, and less likely to be original or unique.

Modeling 303

Modeling Statistics Reporting Software 303

Analytics Vidhya

MAY 16, 2023

In the world of artificial intelligence (AI), open-source models have been slowly but surely gaining ground. They have now become a legitimate threat to proprietary models owned by organizations like Google. In response to this growing competition, OpenAI is reportedly preparing to release an open-source AI model to the public.

Modeling 271

Modeling Reporting Analytics IT 271

O'Reilly on Data

JANUARY 21, 2025

The Evolution of Expectations For years, the AI world was driven by scaling laws : the empirical observation that larger models and bigger datasets led to proportionally better performance. This fueled a belief that simply making models bigger would solve deeper issues like accuracy, understanding, and reasoning.

Cost-Benefit 292

Cost-Benefit Testing Interactive Software 292

O'Reilly on Data

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.

Unstructured Data 318

Unstructured Data Structured Data Statistics Modeling 318

Cloudera

JANUARY 7, 2025

I’m reminded of a previous place where I worked in finance and reported to the CFO. For example, we send routine reports to the senior leadership team. After one particular report, our CEO asked why a particular number was down. Theres so much more we can use with this model. That obviously stunned me.

Predictive Modeling 81

Predictive Modeling Modeling Forecasting Data-driven 81

Analytics Vidhya

DECEMBER 24, 2021

This article was published as a part of the Data Science Blogathon Introduction According to a report, 55% of businesses have never used a machine learning model before. Eighty-Five per cent of the models will not be brought into production.

Machine Learning 399

Machine Learning Data Science Publishing Reporting 399

CIO Business Intelligence

OCTOBER 28, 2024

And that tool is being used in a commercial medical transcription product that, worryingly, deletes the underlying audio from which transcriptions are generated, leaving medical staff no way to verify their accuracy, AP News reported on Saturday. Whisper is not the only AI model that generates such errors. With over 4.2

Risk 119

Risk Reporting Machine Learning Consulting 119

CIO Business Intelligence

DECEMBER 11, 2024

We are now deciphering rules from patterns in data, embedding business knowledge into ML models, and soon, AI agents will leverage this data to make decisions on behalf of companies. The data platform function will set up the reporting and visualization tools, while the data engineering function will centralize the curated data.

Management 111

Management Data Governance Data Science Reporting 111

O'Reilly on Data

NOVEMBER 28, 2023

And everyone has opinions about how these language models and art generation programs are going to change the nature of work, usher in the singularity, or perhaps even doom the human race. As of November 2023: Two-thirds (67%) of our survey respondents report that their companies are using generative AI.

Enterprise 342

Enterprise Testing Modeling Reporting 342

O'Reilly on Data

JUNE 15, 2023

The world changed on November 30, 2022 as surely as it did on August 12, 1908 when the first Model T left the Ford assembly line. If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. This is unacceptable.

Metrics 357

Metrics Reporting Measurement Finance 357

Analytics Vidhya

JUNE 23, 2023

According to exclusive reports from The Information, the company plans to revolutionize the AI industry by launching an innovative marketplace. This new platform will empower developers to showcase and sell their AI models […] The post ChatGPT’s Big Surprise: OpenAI Creates an AI Marketplace appeared first on Analytics Vidhya.

Reporting 328

Reporting Modeling Analytics Technology 328

CIO Business Intelligence

MARCH 25, 2025

Forrester reports that 30% of IT leaders struggle with high or critical debt, while 49% more face moderate levels. Accenture reports that the top three sources of technical debt are enterprise applications, AI, and enterprise architecture. Using the companys data in LLMs, AI agents, or other generative AI models creates more risk.

Risk 140

Risk Cost-Benefit Data-driven Digital Transformation 140

CIO Business Intelligence

JULY 1, 2024

Shortcomings in incident reporting are leaving a dangerous gap in the regulation of AI technologies. Incident reporting can help AI researchers and developers to learn from past failures. Novel problems Without an adequate incident reporting framework, systemic problems could set in.

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

NOVEMBER 4, 2024

The Nutanix State of Enterprise AI Report highlights AI adoption, challenges, and the future of this transformative technology. Additionally, 90% of respondents intend to purchase or leverage existing AI models, including open-source options, when building AI applications, while only 10% plan to develop their own.

Marketing 128

Marketing Data Quality Data Governance Digital Transformation 128

CIO Business Intelligence

MARCH 19, 2025

In a report released in early January, Accenture predicts that AI agents will replace people as the primary users of most enterprise systems by 2030. Still, enterprises are already reporting success deploying AI agents for several use cases. And thats just the beginning. Devin scored nearly 14%.

Software 143

Software Risk Enterprise Cost-Benefit 143

CIO Business Intelligence

DECEMBER 18, 2024

The European Data Protection Board (EDPB) issued a wide-ranging report on Wednesday exploring the many complexities and intricacies of modern AI model development. The report was requested by the Irish Data Protection Authority (DPA) with a view to seeking Europe-wide regulatory harmonisation, the EDPB said in its statement.

Reporting 105

Reporting Modeling IT Data Governance 105

CIO Business Intelligence

SEPTEMBER 10, 2024

The US Department of Commerce’s Bureau of Industry and Security (BIS) plans to introduce mandatory reporting requirements for developers of advanced AI models and cloud computing providers.

Reporting 131

Reporting Measurement Testing Risk 131

Analytics Vidhya

JULY 15, 2024

One can enhance their Power BI competency by using DAX features that help in data modeling and reporting. Introduction Power BI uses a set of functions, operators, and constants called DAX to perform dynamic computations and analysis. This article examines the top DAX features that any Power BI user should know.

Reporting 287

Reporting Modeling Analytics Business Intelligence 287

CIO Business Intelligence

OCTOBER 22, 2024

AI deployment will also allow for enhanced productivity and increased span of control by automating and scheduling tasks, reporting and performance monitoring for the remaining workforce which allows remaining managers to focus on more strategic, scalable and value-added activities.”

Enterprise 135

Enterprise Risk IoT Cost-Benefit 135

CIO Business Intelligence

NOVEMBER 5, 2024

The move relaxes Meta’s acceptable use policy restricting what others can do with the large language models it develops, and brings Llama ever so slightly closer to the generally accepted definition of open-source AI. Meta will allow US government agencies and contractors in national security roles to use its Llama AI.

Modeling 126

Modeling Enterprise Technology Publishing 126

CIO Business Intelligence

JANUARY 9, 2025

Generative artificial intelligence ( genAI ) and in particular large language models ( LLMs ) are changing the way companies develop and deliver software. The commodity effect of LLMs over specialized ML models One of the most notable transformations generative AI has brought to IT is the democratization of AI capabilities.

Software 128

Software Enterprise Key Performance Indicator Machine Learning 128

datapine

NOVEMBER 27, 2019

The development of business intelligence to analyze and extract value from the countless sources of data that we gather at a high scale, brought alongside a bunch of errors and low-quality reports: the disparity of data sources and data types added some more complexity to the data integration process. 3) Artificial Intelligence.

Business Intelligence 361

Business Intelligence Analytics Prescriptive Analytics Data Quality 361

CIO Business Intelligence

DECEMBER 18, 2024

Using deep neural networks and Azure GPUs built with NVIDIA technology, startup Riskfuel is developing accelerated models based on AI to determine derivative valuation and risk sensitivity. GenAI can also play a role in report summarization as well as generate new trading opportunities to increase market returns.

Forecasting 105

Forecasting Predictive Analytics Risk Finance 105

O'Reilly on Data

MARCH 9, 2021

Playing Chess and Go or building ever-better language models have been AI projects for decades. Yet another group of researchers modelled a small portion of a fruit fly’s brain (the part used for smell), and were able to train that to create a model for natural language processing.

Modeling 364

Modeling Publishing Risk Reporting 364

CIO Business Intelligence

APRIL 8, 2025

These strategies, such as investing in AI-powered cleansing tools and adopting federated governance models, not only address the current data quality challenges but also pave the way for improved decision-making, operational efficiency and customer satisfaction. When financial data is inconsistent, reporting becomes unreliable.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

CIO Business Intelligence

OCTOBER 23, 2024

In a survey of 451 senior technology executives conducted by Gartner in mid-2024, a striking 57% of CIOs reported being tasked with leading AI strategies. While some of the surveyed employees in the US, the UK, Australia, India, and China reported saving an average of 3.6 As a CIO, you need to understand your AI bill,” LeHong stressed.

Enterprise 141

Enterprise Cost-Benefit Broadcasting Risk 141

Analytics Vidhya

JUNE 9, 2022

Power BI interviews will provide insights from a variety of data by modelling data and telling stories from data visualizations using reports and dashboards. Introduction Power BI is one of the most popular data visualization and analytics software product developed by Microsoft. Source: [link] […].

Visualization 291

Visualization Dashboards Data Science Publishing 291

O'Reilly on Data

FEBRUARY 13, 2024

And, more importantly, how will the outcome affect the way we train and use large language models? The more important claim is that training a model on copyrighted content is infringement, whether or not the model is capable of reproducing that training data in its output. How will this lawsuit play out?

Publishing 329

Publishing Modeling Data-driven Strategy 329

CIO Business Intelligence

JANUARY 7, 2025

Transformational CIOs continuously invest in their operating model by developing product management, design thinking, agile, DevOps, change management, and data-driven practices. Focusing on classifying data and improving data quality is the offense strategy, as it can lead to improving AI model accuracy and delivering business results.

Digital Transformation 143

Digital Transformation Experimentation Cost-Benefit Strategy 143

CIO Business Intelligence

NOVEMBER 4, 2024

“This process involves connecting AI models with observable actions, leveraging data subsequently fed back into the system to complete the feedback loop,” Schumacher said. Most AI hype has focused on large language models (LLMs).

Strategy 128

Strategy Data-driven Predictive Analytics Dashboards 128

CIO Business Intelligence

NOVEMBER 13, 2024

One is going through the big areas where we have operational services and look at every process to be optimized using artificial intelligence and large language models. But a substantial 23% of respondents say the AI has underperformed expectations as models can prove to be unreliable and projects fail to scale.

IT 141

IT Consulting ROI Cost-Benefit 141

CIO Business Intelligence

NOVEMBER 7, 2024

It takes the input from the analyst, provides the responses to analysts’ questions, and generates the report,” explains Durvasula. For example, because they generally use pre-trained large language models (LLMs), most organizations aren’t spending exorbitant amounts on infrastructure and the cost of training the models.

IT 132

IT Manufacturing Data Science Modeling 132

CIO Business Intelligence

AUGUST 20, 2024

Enterprises did not rethink their companies or models to thrive in what was quickly becoming a digital-first world. On the other side, my work explored how work, processes, and supporting systems could evolve or be reimagined to transform business and operational models. Generative AI isn’t the last wave of AI disruption.

Digital Transformation 144

Digital Transformation Modeling ROI Strategy 144