The Unofficial Google Data Science Blog

APRIL 23, 2024

To find optimal values of two parameters experimentally, the obvious strategy would be to experiment with and update them in separate, sequential stages. Our experimentation platform supports this kind of grouped-experiments analysis, which allows us to see rough summaries of our designed experiments without much work.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. This flexibility allows you to import your local code into the DataRobot platform and continue further experimentation using the combination of DataRobot Notebooks with: Deep integrations with DataRobot comprehensive APIs.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. Davé and his team’s achievements in AI are due in large part to creating opportunities for experimentation — and ensuring those experiments align with CBRE’s business strategy. And those experiments have paid off. Alison and her team play a huge role here.”

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

Rocket-Powered Data Science

JULY 7, 2019

Computer Vision: Data Mining: Data Science: Application of scientific method to discovery from data (including Statistics, Machine Learning, data visualization, exploratory data analysis, experimentation, and more). See [link]. Edge Computing (and Edge Analytics): Industry 4.0: Industry 4.0

Internet of Things 157

Internet of Things Machine Learning Manufacturing IoT 157

Paul DeBeasi

AUGUST 13, 2012

Summary: Gartner has introduced the first and only Mobile Reference Architecture for enterprise IT organizations. The Mobile Reference Architecture is an integrated set of research that helps IT organizations make technology, infrastructure and policy decisions that support their mobile initiatives. Enterprise benefits.

Experimentation 40

Experimentation Enterprise Risk Cost-Benefit 40

CIO Business Intelligence

JANUARY 14, 2025

Experimentation: The innovation zone Progressive cities designate innovation districts where new ideas can be tested safely. Practical implementation guide Start by establishing some guiding principles as a reference point but also helping teams through their transformation.

Enterprise 119

Enterprise Technology Metrics Measurement 119

The Unofficial Google Data Science Blog

JULY 22, 2020

This post considers a common design for an OCE where a user may be randomly assigned an arm on their first visit during the experiment, with assignment weights referring to the proportion that are randomly assigned to each arm. There are two common reasons assignment weights may change during an OCE.

Experimentation 96

Experimentation Statistics Testing Knowledge Discovery 96

DataRobot

MARCH 10, 2021

The experimenters simulated experiences in online travel and online dating, varying the time people waited for a search result. The experimenters also varied whether the participants were shown the hidden work that the website was doing while they were waiting for results. This effect is referred to as operational transparency.

Machine Learning 145

Machine Learning Experimentation Key Performance Indicator Reporting 145

O'Reilly on Data

APRIL 15, 2025

Context: - Customer type: {persona.description} - Scenario: {scenario} Use these actual listings as reference: {format_listings(sample_listings)} The query should reflect the customer type and the scenario. Instead of committing to specific outcomes, they commit to a cadence of experimentation, learning, and iteration.

130

130

CIO Business Intelligence

JUNE 24, 2024

What revolutionary technology were they referring to? Invest in research and development, provide training programs, and create dedicated spaces for experimentation. In 2001, Steve Jobs called it as big a deal as the PC and venture capitalist John Doerr said it might be bigger than the internet. The Segway.

Risk 141

Risk Experimentation Technology Enterprise 141

CIO Business Intelligence

JULY 1, 2024

Though some regulators will collect some incident reports, we find that this is not likely to capture the novel harms posed by frontier AI,” it said, referring to the high-powered generative AI models at the cutting edge of the industry.

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

OCTOBER 17, 2024

While tech debt refers to shortcuts taken in implementation that need to be addressed later, digital addiction results in the accumulation of poorly vetted, misused, or unnecessary technologies that generate costs and risks. These technologies often do not undergo a complete vetting process, are not inventoried, and stay under the radar.

Risk 108

Risk Experimentation Testing Strategy 108

O'Reilly on Data

MARCH 23, 2023

There’s a very important difference between these two almost identical sentences: in the first, “it” refers to the cup. In the second, “it” refers to the pitcher. ChatGPT offers users a paid account that costs $20/month, which is good enough for experimenters, though there is a limit on the number of requests you can make.

IT 348

IT Modeling Testing Risk 348

CIO Business Intelligence

JULY 31, 2024

One predictive AI will try to guess what a customer wants to buy next, and then the other will write an email filled with references to past purchases and, if marketing wants, include a customized coupon code. Salesforce is pushing the idea that Einstein 1 is a vehicle for experimentation and iteration. The data is there.

Data Lake 119

Data Lake IT Sales Experimentation 119

CIO Business Intelligence

MAY 1, 2024

Pilots can offer value beyond just experimentation, of course. McKinsey reports that industrial design teams using LLM-powered summaries of user research and AI-generated images for ideation and experimentation sometimes see a reduction upward of 70% in product development cycle times.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

Depict Data Studio

OCTOBER 26, 2021

This is referred to as “non-destructive” editing in the digital imaging world, and it is such a great feature for experimentation and creativity, because you risk nothing! Does your presentation start with a shared premise and set of conditions, but is expected to branch out in unexpected or experimental ways, somewhat unevenly?

Visualization 116

Visualization Experimentation Strategy Software 116

Occam's Razor

AUGUST 12, 2013

Just so we have a visual guide through this learning process, let's use the above image as a reference. So, the campaign could be Social, Organic Search, Email, Display, Affiliate, Referring Site … anything really. Then Experimentation. Look up, memorize the steps to conversion. That's our last step.

Modeling 162

Modeling Optimization Marketing Interactive 162

CIO Business Intelligence

APRIL 18, 2022

The challenge with this approach is that companies end up in what we refer to as the ‘digital trap. Although Young “talked to some people” before hiring the provider, he acknowledges that officials could have dug deeper and found people the company didn’t refer them to for references. They invest in cloud experimentation.

Digital Transformation 145

Digital Transformation Dashboards Cost-Benefit Consulting 145

CIO Business Intelligence

SEPTEMBER 9, 2022

It refers to the phenomenon of a coding leader (an Army colonel in the book’s example) wondering why the programmers don’t appear to be working. . It’s a curious truth about innovation that oftentimes the breakthroughs come not from directed, goal-oriented activity but something more akin to play or free-experimentation.

Software 131

Software Experimentation Measurement Marketing 131

CIO Business Intelligence

JULY 3, 2023

According to a recently leaked Google memo, “The barrier to entry for training and experimentation has dropped from the total output of a major research organization to one person, an evening, and a beefy laptop.”

Management 105

Management Experimentation Modeling Enterprise 105

Data Science 101

JANUARY 15, 2020

Some pitfalls of this type of experimentation include: Suppose an experiment is performed to observe the relationship between the snack habit of a person while watching TV. Bias can cause a huge error in experimentation results so we need to avoid them. REFERENCES. Unbiasedness: This has been discussed before. McCabe & B.

Experimentation 96

Experimentation Statistics Measurement Testing 96

CIO Business Intelligence

AUGUST 7, 2024

And I refer to internal stakeholders rather than internal customers just to change that dynamic and relationship to one of partnering rather than order taking. I want to make sure we carve off some capacity for experimentation, too, and the approach I think we’ll take is starting small. It’s so important to share our stories.

Management 110

Management Experimentation Strategy Finance 110

DataKitchen

MARCH 8, 2023

Manufacturing production errors refer to mistakes or defects that occur during the manufacturing process. DataOps Observability refers to real-time monitoring, detecting, and diagnosing of data status, data pipelines, data tools, and other systems. BI tools like Tableau, PowerBI, etc.).

Analytics 130

Analytics Manufacturing Data-driven Data Analytics 130

Sisense

JULY 24, 2019

When the app is first opened, the user may be searching for a specific song that was heard while passing by the neighborhood cafe, or the user may want to be surprised with, let’s say, a song from the new experimental album by a Yemen Reggae folk artist. There are many activities going on with AI today, from experimental to actual use cases.

Analytics 89

Analytics Experimentation Metadata Big Data 89

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

accounting for effects "orthogonal" to the randomization used in experimentation. For example in ads, experiments using cookies (users) as experimental units are not suited to capture the impact of a treatment on advertisers or publishers nor their reaction to it. To see this, imagine you want to study long-term effects in an A/B test.

Modeling 63

Modeling Experimentation Knowledge Discovery Testing 63

AWS Big Data

MAY 2, 2023

Removal of experimental Smart Sensors. How dynamic task mapping works Let’s see an example using the reference code available in the Airflow documentation. release highlights, refer to What’s New In Python 3.10. For a complete list of provider package changes, refer to the package changelog. Apache Airflow v2.4.3

Testing 113

Testing Experimentation Management Metadata 113

CIO Business Intelligence

AUGUST 14, 2024

After the excitement and experimentation of last year, CIOs are more deliberate about how they implement gen AI, making familiar ROI decisions, and often starting with customer support. But experimentation to achieve significant results takes time. In the meantime, Boyd notes, OpenAI prices have significantly reduced. “In

Enterprise 136

Enterprise Cost-Benefit Experimentation Modeling 136

AWS Big Data

SEPTEMBER 5, 2024

Experimental data selection For retrieval evaluation, we used to use the datasets from BeIR. To mimic the knowledge retrieval scenario, we choose BeIR/fiqa and squad_v2 as our experimental datasets. Based on our experience of RAG, we measured recall@1, recall@4, and recall@10 for your reference.

Metrics 105

Metrics Testing Experimentation Modeling 105

CIO Business Intelligence

NOVEMBER 2, 2023

“Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend.

Strategy 140

Strategy Data Processing Experimentation Optimization 140

CIO Business Intelligence

DECEMBER 7, 2023

Over the last year, generative AI—a form of artificial intelligence that can compose original text, images, computer code, and other content—has gone from experimental curiosity to a tech revolution that could be one of the biggest business disruptors of our generation.

Insurance 89

Insurance Experimentation Finance Data Governance 89

CIO Business Intelligence

MARCH 7, 2023

Oliver Wittmaier, CIO and product owner at DB SYSTEL GmbH DB SYSTEL GmbH Content generation is also an area of particular interest to Michal Cenkl, director of innovation and experimentation at Mitre Corp. “I Michal Cenkl, director of innovation and experimentation, Mitre Corp. Mitre Corp. The technology also needs human oversight.

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

datapine

JANUARY 31, 2022

Business intelligence can also be referred to as “descriptive analytics”, as it only shows past and current state: it doesn’t say what to do, but what is or was. They’re about having the mindset of an experimenter and being willing to let data guide a company’s decision-making process. What Are The Benefits of Business Intelligence?

Business Intelligence 214

Business Intelligence Analytics Cost-Benefit ROI 214

AWS Big Data

JANUARY 9, 2024

To learn more about semantic search and cross-modal search and experiment with a demo of the Compare Search Results tool, refer to Try semantic search with the Amazon OpenSearch Service vector engine. To learn more, refer to Byte-quantized vectors in OpenSearch. With the new byte vector feature in OpenSearch Service version 2.9,

Visualization 106

Visualization Cost-Benefit Modeling Machine Learning 106

Cloudera

JANUARY 30, 2019

Data scientists require on-demand access to data, powerful processing infrastructure, and multiple tools and libraries for development and experimentation. Run experiments with historical reference for hyperparameter tuning, feature engineering, grid searches, A/B testing and more. Sound familiar?

Data Science 76

Data Science Machine Learning Experimentation Visualization 76

Ontotext

JULY 24, 2023

A Few Cautions LLM references a huge amount of data to become truly functional, making it a quite expensive and time consuming effort to train the model. And while there is a high expectation that LLM will mature rapidly – most activities and applications are still in their experimental phase.

Modeling 98

Modeling Management Structured Data Data Architecture 98

Occam's Razor

JULY 18, 2011

This should drive aggressive experimentation of email content / offers / targeting / every facet by your team. In my earlier posts you might have seen me refer to this as “your Macro Conversion,” the most important thing to your business when you use email marketing. Oh, and don’t forget to segment it like crazy.

Metrics 138

Metrics Marketing Measurement Cost-Benefit 138

CIO Business Intelligence

DECEMBER 14, 2023

Mathur, who held tech chief roles at Staples and Biogen before coming to ConocoPhillips in 2021, is referring to Carlo De Bernardi, a principal engineer at ConocoPhillips responsible for scaling the company’s adoption of 3D printing. Carlo had an inkling that 3D printing could really change the game.”

Manufacturing 100

Manufacturing Digital Transformation Experimentation Cost-Benefit 100