O'Reilly on Data

OCTOBER 19, 2021

ML apps need to be developed through cycles of experimentation: due to the constant exposure to data, we don’t learn the behavior of ML apps through logical reasoning but through empirical observation. However, the concept is quite abstract. Can’t we just fold it into existing DevOps best practices? Why: Data Makes It Different.

IT 364

IT Testing Experimentation Software 364

CIO Business Intelligence

DECEMBER 20, 2024

Chief among these is United ChatGPT for secure employee experimental use and an external-facing LLM that better informs customers about flight delays, known as Every Flight Has a Story, that has already boosted customer satisfaction by 6%, Birnbaum notes. People hear the specifics, and they understand it and their blood pressure goes down.

IT 131

IT Unstructured Data Experimentation Data Lake 131

CIO Business Intelligence

OCTOBER 24, 2024

Forrester also recently predicted that 2025 would see a shift in AI strategies , away from experimentation and toward near-term bottom-line gains. Gartner is projecting worldwide IT spending to jump by 9.3% in 2025, one of the largest percentage increases in this century, and it’s only partially driven by AI. CEO and president there.

IT 133

IT Data-driven Recreation/Entertainment Experimentation 133

Analytics Vidhya

APRIL 30, 2024

When it is combined with Jupyter Notebook, it offers interactive experimentation, documentation of code and data. Introduction Python is a popular programming language for its simplicity and readability. This article discusses Python tricks in Jupyter Notebook to enhance coding experience, productivity, and understanding.

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O'Reilly on Data

MAY 14, 2020

AI PMs should enter feature development and experimentation phases only after deciding what problem they want to solve as precisely as possible, and placing the problem into one of these categories. Experimentation: It’s just not possible to create a product by building, evaluating, and deploying a single model.

Management 364

Management Experimentation B2B Machine Learning 364

O'Reilly on Data

MARCH 23, 2023

ChatGPT, or something built on ChatGPT, or something that’s like ChatGPT, has been in the news almost constantly since ChatGPT was opened to the public in November 2022. What is it, how does it work, what can it do, and what are the risks of using it? A quick scan of the web will show you lots of things that ChatGPT can do. It’s much more.

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IT Modeling Testing Risk 348

Analytics Vidhya

FEBRUARY 6, 2025

Pro (experimental), and the new cost-efficient Gemini 2.0 Google has been making waves in the AI space with its Gemini 2.0 models, bringing substantial upgrades to their chatbot and developer tools. With the introduction of Gemini 2.0 Flash, Gemini 2.0 Model APIs for Free appeared first on Analytics Vidhya.

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Modeling Experimentation Analytics IT 140

CIO Business Intelligence

JANUARY 2, 2025

Generative AI playtime may be over, as organizations cut down on experimentation and pivot toward achieving business value, with a focus on fewer, more targeted use cases. In some cases, pilot failure rates of 50% or more have forced organizations to rethink the number of pilots they spin up, Wells says. There was this huge over-investment.

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Experimentation Digital Transformation Technology Finance 144

O'Reilly on Data

JULY 28, 2020

Without clarity in metrics, it’s impossible to do meaningful experimentation. If you’re an AI product manager (or about to become one), that’s what you’re signing up for. Identifying the problem. It sounds simplistic to state that AI product managers should develop and ship products that improve metrics the business cares about.

Marketing 364

Marketing Experimentation Metrics Testing 364

Corinium

JANUARY 30, 2020

Ahead of her presentation at CDAO UK, we spoke with Quantum Metric’s Marina Shapira about predictive analytics, why companies should embrace a culture of experimentation how and CAOs and CXOs can work together effectively. What is behavioural research? And what role should it play in an organization's data and analytics strategy?

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Analytics Vidhya

APRIL 18, 2023

An experimental AI agent that can browse the internet and interact with websites much like a human user has been introduced by HyperWrite, a startup well-known for its generative AI writing extension.

Experimentation 291

Experimentation Interactive Technology Analytics 291

Analytics Vidhya

JULY 17, 2023

Google is unveiling its latest experimental offering from Google Labs: NotebookLM, previously known as Project Tailwind. This innovative notetaking software aims to revolutionize how we synthesize information by leveraging the power of language models.

Experimentation 269

Experimentation Software Modeling Analytics 269

O'Reilly on Data

MARCH 25, 2025

ML apps needed to be developed through cycles of experimentation (as were no longer able to reason about how theyll behave based on software specs). The skillset and the background of people building the applications were realigned: People who were at home with data and experimentation got involved!

Testing 174

Testing Data-driven Software Measurement 174

CIO Business Intelligence

NOVEMBER 27, 2024

While in the experimentation phase, speed is a priority, the implementation phase requires more attention to resiliency, availability, and compatibility with other tools. From customer service chatbots to marketing teams analyzing call center data, the majority of enterprises—about 90% according to recent data —have begun exploring AI.

Data Architecture 128

Data Architecture Cost-Benefit Machine Learning Experimentation 128

CIO Business Intelligence

OCTOBER 17, 2024

Despite critics, most, if not all, vendors offering coding assistants are now moving toward autonomous agents, although full AI coding independence is still experimental, Walsh says. You can just give it a higher-level goal or task, and it will iteratively and adaptively work through the problem and solve the problem,” he says.

Software 141

Software Testing Experimentation Consulting 141

O'Reilly on Data

SEPTEMBER 8, 2020

At this point, the IDE could translate the programmer’s code back into pseudo-code, using a tool like Pseudogen (a promising new tool, though still experimental). Most AI systems we’ve seen envision AI as an oracle: you give it the input, it pops out the answer. It’s a unidirectional flow from the source to the destination.

Experimentation 363

Experimentation Interactive Modeling Software 363

CIO Business Intelligence

DECEMBER 17, 2024

While genAI has been a hot topic for the past couple of years, organizations have largely focused on experimentation. Click here to learn more about how you can advance from genAI experimentation to execution. In 2025, thats going to change. To determine value, ask yourself questions like: How strategic is this use case?

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O'Reilly on Data

JANUARY 11, 2022

What does “reproducibility” mean if the model is so large that it’s impossible to reproduce experimental results? What does “reproducibility” mean if the model is so large that it’s impossible to reproduce experimental results? This trend started with the gigantic language model GPT-3. Or it might not. The discussion of Web 2.0

Experimentation 361

Experimentation Modeling Strategy Machine Learning 361

CIO Business Intelligence

JUNE 11, 2024

A 1958 Harvard Business Review article coined the term information technology, focusing their definition on rapidly processing large amounts of information, using statistical and mathematical methods in decision-making, and simulating higher order thinking through applications.

IT 136

IT Digital Transformation Broadcasting Business Objectives 136

CIO Business Intelligence

AUGUST 20, 2024

Drive culture by example: Customer centricity, diverse hiring, experimentation “The best CIOs are the change agents in their organizations and encourage their teams to explore new ways of doing things,” says Gal Shaul, chief product and technology officer and co-founder at Augury. “It

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IT Digital Transformation Experimentation Risk 141

Rocket-Powered Data Science

FEBRUARY 15, 2023

encouraging and rewarding) a culture of experimentation across the organization. Source: [link] Every business wants to get on board with ChatGPT, to implement it, operationalize it, and capitalize on it. It is important to realize that the usual “hype cycle” rules prevail in such cases as this.

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Strategy Experimentation Uncertainty Machine Learning 290

CIO Business Intelligence

NOVEMBER 11, 2024

Amazon Web Services, Microsoft Azure, and Google Cloud Platform are enabling the massive amount of gen AI experimentation and planned deployment of AI next year, IDC points out. Research firm IDC projects worldwide spending on technology to support AI strategies will reach $337 billion in 2025 — and more than double to $749 billion by 2028.

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ROI Cost-Benefit Risk Experimentation 137

O'Reilly on Data

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). You already know the game and how it is played: you’re the coordinator who ties everything together, from the developers and designers to the executives. Why AI software development is different.

Management 363

Management Machine Learning Experimentation Metrics 363

CIO Business Intelligence

APRIL 25, 2024

Fits and starts As most CIOs have experienced, embracing emerging technologies comes with its share of experimentation and setbacks. So the social media giant launched a generative AI journey and is now reporting the results of its experience leveraging Microsoft’s Azure OpenAI Service. The initial deliverables “felt lacking,” Bottaro said.

IT 139

IT Cost-Benefit Experimentation Metrics 139

CIO Business Intelligence

DECEMBER 11, 2024

If 2023 was the year of AI discovery and 2024 was that of AI experimentation, then 2025 will be the year that organisations seek to maximise AI-driven efficiencies and leverage AI for competitive advantage. Primary among these is the need to ensure the data that will power their AI strategies is fit for purpose.

Risk 111

Risk Data Strategy Strategy Data Governance 111

CIO Business Intelligence

DECEMBER 10, 2024

The sheer number of options and configurations, not to mention the costs associated with these underlying technologies, is multiplying so quickly that its creating some very real challenges for businesses that have been investing heavily to incorporate AI-powered capabilities into their workflows. In fact, business spending on AI rose to $13.8

Modeling 116

Modeling Insurance Unstructured Data Experimentation 116

CIO Business Intelligence

MAY 21, 2024

Along with code-generating copilots and text-to-image generators, which leverage a combination of LLMs and diffusion processing, LLMs are at the core of most generative AI experimentation in business today. It’s fabulous.” The company has doubled its head count in the past six months and scored a $25 million investment late last year.

IT 131

IT Cost-Benefit Experimentation Forecasting 131

O'Reilly on Data

JUNE 11, 2024

It is important to be careful when deploying an AI application, but it’s also important to realize that all AI is experimental. We’re also using it to build new kinds of learning experiences. One of the ways we are putting AI to work is our update to Answers. If you’re solving a problem for work, it puts learning in the flow of work.

Modeling 340

Modeling Experimentation Interactive Data-driven 340

CIO Business Intelligence

DECEMBER 19, 2024

One of the fastest-growing industries in the world, climate tech and its companion area of nature tech require a wide range of skills to help solve significant environmental problems. In especially high demand are IT pros with software development, data science and machine learning skills.

IT 52

IT IoT Machine Learning Optimization 52

CIO Business Intelligence

NOVEMBER 4, 2022

The company’s multicloud infrastructure has since expanded to include Microsoft Azure for business applications and Google Cloud Platform to provide its scientists with a greater array of options for experimentation. It is all about the data. If you are not on the cloud, you are going to be left behind.”

Data Lake 124

Data Lake IT Experimentation Data-driven 124

CIO Business Intelligence

OCTOBER 8, 2024

The report adds: “They must build multidisciplinary teams to bring the strategy to life, encouraging the experimentation and fresh ideas that inspire employees and delight customers.” The drop was the largest among the CEOs surveyed. Among the IT leaders surveyed, 69% had confidence in their departments a decade ago; now just 47% do.

IT 140

IT Strategy Experimentation Technology 140

CIO Business Intelligence

JUNE 16, 2022

Analysts and data scientists need flexibility when working with data; experimentation fuels the development of analytics and machine learning models. If data is difficult to work with, experimentation slows down, and consequently, so does innovation. Here, I’ll discuss the most common cause of the innovation gap, and how to bridge it.

IT 135

IT Experimentation IoT Data-driven 135

CIO Business Intelligence

OCTOBER 1, 2024

It isn’t that they are abandoning AI too early, it is that they are riding into dead ends at full speed because they didn’t take the time to get the lay of the land first and do the methodical experimentation that is needed.” But an AI reset is underway. Many paths to ROI will take longer, Curran says.

ROI 131

ROI IT Measurement Experimentation 131

CIO Business Intelligence

JANUARY 2, 2024

He plans to scale his company’s experimental generative AI initiatives “and evolve into an AI-native enterprise” in 2024. Build better business alignment Multiple CIOs plan to strengthen their ties to other functional areas in ’24, building on the work they’ve done in recent years to create even more synergy. We’re piloting, PoC-ing.

IT 144

IT Cost-Benefit Statistics Consulting 144

CIO Business Intelligence

OCTOBER 26, 2022

They need to become more creative in their delegation of responsibilities so that more time can be devoted to pushing experimentation,” Mains advises. Yet a single false move, made in haste or by a momentary lack of judgment, can leave a hard-earned reputation in ashes. Walker, a business consultant and coach.

IT 141

IT Consulting Experimentation Business Objectives 141

CIO Business Intelligence

JANUARY 21, 2025

It created fragmented practices in the interest of experimentation, rapid learning, and widespread adoption and it paid back productivity dividends in many areas. Reengineering these workflows with ground-floor gen AI capabilities can deliver cost benefits and also help the IT department consolidate platforms.

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Cost-Benefit Data-driven Strategy Marketing 142

CIO Business Intelligence

MARCH 5, 2025

Two years of experimentation may have given rise to several valuable use cases for gen AI , but during the same period, IT leaders have also learned that the new, fast-evolving technology isnt something to jump into blindly. If its a buy, they should do these three things when recruiting vendors. And if it does work, its all upside.

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