The Unofficial Google Data Science Blog

APRIL 23, 2024

the weight given to Likes in our video recommendation algorithm) while $Y$ is a vector of outcome measures such as different metrics of user experience (e.g., Experiments, Parameters and Models At Youtube, the relationships between system parameters and metrics often seem simple — straight-line models sometimes fit our data well.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

Occam's Razor

AUGUST 12, 2013

Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model. Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model. " The middle channels have an important role in driving people to the last interaction, they are recognized for that.

Modeling 162

Modeling Optimization Marketing Interactive 162

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

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. Now nearly half of code suggestions are accepted.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

Occam's Razor

MARCH 23, 2010

Because every tool uses its own sweet metrics definitions, cookie rules, session start and end rules and so much more. If you don't kill 25% of your metrics each year, you are doing something wrong. Why do you think introducing a completely different set of numbers is going to make your life easier? Likely not. success measures.

Analytics 119

Analytics Consulting Metrics Experimentation 119

CIO Business Intelligence

FEBRUARY 21, 2024

We developed a model to predict student outcomes based on metrics from historical evidence,” he says. “We We expected a couple thousand interactions when we implemented it. We’ve done a lot of experimentation on these adaptive tools that use AI,” says Ventimiglia. But we wound up with over 100,000 the first summer.

Recreation/Entertainment 135

Recreation/Entertainment Experimentation Data-driven Modeling 135

CIO Business Intelligence

JANUARY 21, 2025

Mike Lee, president and GM at AND Digital, says, In the travel and loyalty industry, generative AI is revolutionizing how customers interact with reward programs. In 2024, departments and teams experimented with gen AI tools tied to their workflows and operating metrics. Why should CIOs bet on unifying their data and AI practices?

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

DataRobot Blog

OCTOBER 18, 2022

Model Observability – the ability to track key health and service metrics for models in production – remains a top priority for AI-enabled organizations. We dug into interactive visualizations such as the DataRobot drift drill down plot , where users can investigate the exact feature and time period affected by data drift in a model.

Big Data 96

Big Data Forecasting Experimentation Machine Learning 96

Occam's Razor

AUGUST 13, 2012

That means: All of these metrics are off. The nice thing is that my custom attribution model will give me a unique view of the conversion path on MY site (a new column to look at under "% Change from Last Interaction"). This is exactly why the Page Value metric (in the past called $index value) was created.

Modeling 125

Modeling Metrics Data Quality Data-driven 125

Domino Data Lab

JUNE 23, 2019

Skomoroch proposes that managing ML projects are challenging for organizations because shipping ML projects requires an experimental culture that fundamentally changes how many companies approach building and shipping software. Another pattern that I’ve seen in good PMs is that they’re very metric-driven.

Management 110

Management Machine Learning Experimentation Metrics 110

The Unofficial Google Data Science Blog

APRIL 16, 2019

by MICHAEL FORTE Large-scale live experimentation is a big part of online product development. This means a small and growing product has to use experimentation differently and very carefully. This blog post is about experimentation in this regime. Such decisions involve an actual hypothesis test on specific metrics (e.g.

Experimentation 68

Experimentation Sales Metrics Measurement 68

Occam's Razor

JULY 26, 2010

PALM: People Against Lonely Metrics]. So why not your metrics? This is the problem with lonely metrics. Why not find a BFF for your lonely metric and present something like this. I found a "you complete me" for my Visits metric, Bounce Rate. Or an actual outcome metric. 2: Join the PALM club.

Metrics 96

Metrics Measurement Dashboards Reporting 96

Smart Data Collective

JULY 9, 2023

Understanding E-commerce Conversion Rates There are a number of metrics that data-driven e-commerce companies need to focus on. It is a crucial metric that provides priceless information about your website’s ability to transform visitors into paying customers. Some of the most important is conversion rates.

Optimization 74

Optimization Data Analytics Analytics Data-driven 74

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

Nevertheless, A/B testing has challenges and blind spots, such as: the difficulty of identifying suitable metrics that give "works well" a measurable meaning. accounting for effects "orthogonal" to the randomization used in experimentation. accounting for effects "orthogonal" to the randomization used in experimentation.

Modeling 61

Modeling Experimentation Knowledge Discovery Testing 61

Cloudera

OCTOBER 8, 2024

By 2023, the focus shifted towards experimentation. Comprehensive safeguards, including authentication and authorization, ensure that only users with configured access can interact with the model endpoint. These innovations pushed the boundaries of what generative AI could achieve.

Optimization 75

Optimization Experimentation Metrics Enterprise 75

CIO Business Intelligence

MAY 16, 2023

It surpasses blockchain and metaverse projects, which are viewed as experimental or in the pilot stage, especially by established enterprises. Metaverse experiences enable new ways of interacting Metaverses are persistent, connected virtual spaces where users or visitors can immerse themselves in work, play, commerce, and socialization.

Advertising 105

Advertising Recreation/Entertainment Experimentation Data Collection 105

CIO Business Intelligence

OCTOBER 14, 2024

Taylor adds that functional CIOs tend to concentrate on business-as-usual facets of IT such as system and services reliability; cost reduction and improving efficiency; risk management/ensuring the security and reliability of IT systems; and ongoing support of existing technology and tracking daily metrics.

Digital Transformation 131

Digital Transformation Experimentation Cost-Benefit Risk 131

Corinium

APRIL 25, 2019

Life insurance needs accurate data on consumer health, age and other metrics of risk. Whether eventual legislation will exactly mirror GDPR remains to be seen, I think there will be some experimentation at the State level as well as for specific verticals whose successes would point the way.

Insurance 150

Insurance Risk IoT Data-driven 150

CIO Business Intelligence

AUGUST 21, 2024

When multiple independent but interactive agents are combined, each capable of perceiving the environment and taking actions, you get a multiagent system. Our goal is to analyze logs and metrics, connecting them with the source code to gain insights into code fixes, vulnerabilities, performance issues, and security concerns,” he says.

Risk 136

Risk Insurance Cost-Benefit Software 136

Occam's Razor

MARCH 23, 2021

The other dimension to consider is most Analtyics teams kick into gear after the campaign is concluded, after the customer interaction has taken place in the call center, and after the funds budgeted have already been spent. The benchmark for the beautiful metric AVOC is 15.3%. More shouting is not really better – and it is expensive!

Analytics 133

Analytics Scorecard Strategy Testing 133

Cloudera

APRIL 9, 2021

To effectively leverage their predictive capabilities and maximize time-to-value these companies need an ML infrastructure that allows them to quickly move models from data pipelines, to experimentation and into the business. Meetup – join an interactive meetup live-stream around this use case led by Cloudera experts.

Machine Learning 98

Machine Learning Forecasting Manufacturing Predictive Analytics 98

The Unofficial Google Data Science Blog

JANUARY 14, 2016

Unlike experimentation in some other areas, LSOS experiments present a surprising challenge to statisticians — even though we operate in the realm of “big data”, the statistical uncertainty in our experiments can be substantial. We must therefore maintain statistical rigor in quantifying experimental uncertainty.

Experimentation 41

Experimentation Statistics Metrics Measurement 41

Domino Data Lab

JUNE 10, 2020

The Workspace user experience has been redesigned to make data scientists much more productive when doing interactive exploratory analysis. By allowing data science teams to focus on monitoring of potential “at-risk” models, they have more time for experimentation and problem-solving. In Domino 4.2

Data Science 82

Data Science Enterprise Experimentation Modeling 82

CIO Business Intelligence

NOVEMBER 12, 2024

Cultivating high-performance teams , recruiting leaders, retaining talent, and continuously improving digital KPIs are hallmarks of strong IT cultures — but their metrics lag the CIO’s culture-improving programs. Additionally, 84% of leaders believed their organizations had strong teamwork compared to 60% of team members.

IT 140

IT Digital Transformation Management Experimentation 140

The Unofficial Google Data Science Blog

JANUARY 16, 2018

Experimentation on networks A/B testing is a standard method of measuring the effect of changes by randomizing samples into different treatment groups. However, this assumption no longer holds when samples interact with each other, such as in a network. Consider the case where experiment metrics are evaluated at the per-user level.

Testing 58

Testing Experimentation Measurement Modeling 58

IBM Big Data Hub

DECEMBER 4, 2023

And the abundance of data available for training models has opened up vast possibilities for experimentation and learning. Explore IBM watsonx Orchestrate™ Try the watsonX Orchestrate interactive demo The post Top 5 criteria for developers when adopting generative AI appeared first on IBM Blog.

Experimentation 63

Experimentation Machine Learning Metrics Modeling 63

CIO Business Intelligence

JUNE 27, 2022

David Cramer: I love the open source community so I would build a lot of things in open source to interact with my peers. Tyson: You’re coming up to two years since you added Sentry’s ability to monitor for performance which has some pretty fine-grained metrics in terms of identifying where bottlenecks are located in code.

Software 115

Software Experimentation Testing Marketing 115

IBM Big Data Hub

MARCH 4, 2024

It’s also crucial to modernize existing applications that interact with AI. This culture encourages experimentation and expertise growth. Innovate and modernize applications Innovating with new AI-based applications to deliver outstanding experiences is essential.

Enterprise 96

Enterprise ROI Risk Strategy 96

Occam's Razor

DECEMBER 12, 2016

AND, that if I have good ideas, they will get to market very quickly – making our engagement worth the current interaction and the continued success of new ideas after the engagement. What one critical metric will help you clearly measure performance for each strategy above? For most of us, you plus the CMO/equivalent.].

Analytics 142

Analytics Data-driven Strategy Consulting 142

Domino Data Lab

AUGUST 22, 2019

Instead, we recommend using the bokeh library to create a highly interactive—and actionable—plot, as with the code provided in Example 11.11. Interactive bokeh plot of two-dimensional word-vector data. Interactive bokeh plot of two-dimensional word-vector data. produces the interactive scatterplot in Figure 11.9

Deep Learning 111

Deep Learning Modeling Metrics Testing 111

Occam's Razor

JUNE 6, 2007

Bonus: Interactive CD: Contains six podcasts, one video, two web analytics metrics definitions documents and five insightful powerpoint presentations. Experimentation & Testing (A/B, Multivariate, you name it). Bonus: Interactive CD. Immediately actionable web analytics (your biggest worries covered).

Analytics 60

Analytics Metrics Marketing Dashboards 60

Occam's Razor

AUGUST 23, 2010

Why comes from lab usability studies , website surveys , "follow me home" exercises, experimentation & testing , and other such delightful endeavors. In as much, heuristic evaluations follow a set of well established rules (best practices) in web design and how website visitors experience websites and interact with them.

Analytics 116

Analytics Cost-Benefit Testing Optimization 116

Cloudera

JUNE 6, 2019

When a mix of batch, interactive, and data serving workloads are added to the mix, the problem becomes nearly intractable. If the impacted user is not changing anything in the environment from his/her perspective, then predictability is expected in both the performance and the stability of workloads. Cloudera Manager 6.2

Metadata 86

Metadata Data Lake Optimization Strategy 86

DataRobot Blog

SEPTEMBER 30, 2022

By tracking service, drift, prediction data, training data, and custom metrics, you can keep your models and predictions relevant in a fast-changing world. Adoption of AI/ML is maturing from experimentation to deployment. How do you track the integrity of a machine learning model in production? Model Observability can help.

Slice and Dice 52

Slice and Dice Modeling Metrics Experimentation 52

Domino Data Lab

DECEMBER 4, 2020

Having calculated AUC/AUMC, we can further derive a number of useful metrics like: Total clearance of the drug from plasma. Domino Lab supports both interactive and batch experimentation with all popular IDEs and notebooks (Jupyter, RStudio, SAS, Zeppelin, etc.). The area under the first moment curve would respectively be.

Metrics 59

Metrics Data Science Knowledge Discovery Measurement 59

Sisense

MAY 18, 2021

When you discover data that means something, you need to be agile enough to make experimental changes.”. Mistake #3: Making vanity metrics your main event. When the primary focus becomes likes, retweets, follows, and comments — also known as vanity metrics — marketing efforts become less meaningful for your long-term goals.

Marketing 52

Marketing Data Analytics Analytics Metrics 52

Occam's Razor

JULY 1, 2008

A quick "hidden page", a small chq to Mongoose Metrics , add campaigns tags, and now every time someone calls that number it pings your site, the phone call data shows up in your web analytics tool. Take that as your inspiration (not the failure of Border Bell part, the controlled experimentation part). Nice ain't it?

Analytics 116

Analytics Measurement Marketing Sales 116