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 363

Management Experimentation B2B Machine Learning 363

DataKitchen

JANUARY 20, 2021

Centralizing analytics helps the organization standardize enterprise-wide measurements and metrics. With a standard metric supported by a centralized technical team, the organization maintains consistency in analytics. Central code repository where all data engineering/science/analytics work can be tracked, reviewed and shared.

Metrics 243

Metrics Experimentation Measurement Testing 243

Occam's Razor

APRIL 8, 2013

To win in business you need to follow this process: Metrics > Hypothesis > Experiment > Act. We are far too enamored with data collection and reporting the standard metrics we love because others love them because someone else said they were nice so many years ago. That metric is tied to a KPI.

Metrics 157

Metrics KPI Analytics Key Performance Indicator 157

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. micro, remember to monitor its performance using the recommended metrics to maintain optimal operation.

Metadata 75

Metadata Cost-Benefit Metrics Optimization 75

AWS Big Data

SEPTEMBER 5, 2024

Although the absolute metrics of the sparse vector model can’t surpass those of the best dense vector models, it possesses unique and advantageous characteristics. Experimental data selection For retrieval evaluation, we used to use the datasets from BeIR. We care more about the recall metric.

Metrics 100

Metrics Testing Experimentation Modeling 100

IBM Big Data Hub

JUNE 10, 2024

XaaS models offer organizations greater predictability and transparency in cost management by providing detailed billing metrics and usage analytics. Facilitating rapid experimentation and innovation In the age of AI, rapid experimentation and innovation are essential for staying ahead of the competition.

Experimentation 62

Experimentation Optimization Risk Management Modeling 62

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. Without automated evaluation, LinkedIn reports that “engineers are left eye-balling results and testing on a limited set of examples and having a more than a 1+ day delay to know metrics.”

IT 139

IT Experimentation Cost-Benefit Metrics 139

DataRobot Blog

DECEMBER 6, 2022

Other organizations are just discovering how to apply AI to accelerate experimentation time frames and find the best models to produce results. See how to use DataRobot Model Observability to track service, drift, prediction data, training data, and custom metrics in order to keep models and predictions relevant in a fast-changing world.

Experimentation 145

Experimentation Forecasting Data-driven Machine Learning 145

Occam's Razor

SEPTEMBER 15, 2014

They will need two different implementations, it is quite likely that you will end up with two sets of metrics (more people focused for mobile apps, more visit focused for sites). Media-Mix Modeling/Experimentation. Mobile content consumption, behavior along key metrics (time, bounces etc.) And again, a custom set of metrics.

Metrics 143

Metrics Reporting Analytics Marketing 143

Occam's Razor

JULY 18, 2011

You must use metrics that are unique to the medium. Ready for the best email marketing campaign metrics? So for our email campaign analysis let’s look at metrics using that framework. Optimal Acquisition Email Metrics. Allow me to rush and point out that this metric is usually just directionally accurate.

Metrics 138

Metrics Marketing Measurement Cost-Benefit 138

O'Reilly on Data

MARCH 31, 2020

Because it’s so different from traditional software development, where the risks are more or less well-known and predictable, AI rewards people and companies that are willing to take intelligent risks, and that have (or can develop) an experimental culture. Even if a product is feasible, that’s not the same as product-market fit.

Management 339

Management Machine Learning Experimentation Metrics 339

CIO Business Intelligence

AUGUST 5, 2024

Some important steps that need to be taken to monitor and address these issues include specific communication and documentation regarding GenAI usage parameters, real-time input and output logging, and consistent evaluation against performance metrics and benchmarks. To learn more, visit us here.

Experimentation 124

Experimentation Risk Metadata Data-driven 124

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 75

Optimization Data Analytics Analytics Data-driven 75

CIO Business Intelligence

OCTOBER 1, 2024

Organizations rolling out AI tools first need to set reasonable expectations and establish key metrics to measure the value of the deployment , he says. Measure everything Looking for ROI too soon is often a product of poor planning, says Rowan Curran, an AI and data science analyst at Forrester.

ROI 131

ROI IT Measurement Experimentation 131

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

Cloudera

OCTOBER 8, 2024

By 2023, the focus shifted towards experimentation. Performance Monitoring and Logging: Provides comprehensive monitoring and logging capabilities, tracking performance metrics such as latency, throughput, resource utilization, and model health, supporting troubleshooting and optimization.

Optimization 75

Optimization Experimentation Metrics Modeling 75

CIO Business Intelligence

AUGUST 15, 2024

A virtual assistant may save employees time when searching for old documents or composing emails, but most organizations have no idea how much time those tasks have taken historically, having never tracked such metrics before, she says.

ROI 143

ROI Cost-Benefit Experimentation Deep Learning 143

CIO Business Intelligence

JULY 5, 2024

So, to maximize the ROI of gen AI efforts and investments, it’s important to move from ad-hoc experimentation to a more purposeful strategy and systematic approach to implementation. This is why many enterprises are seeing a lot of energy and excitement around use cases, yet are still struggling to realize ROI.

ROI 124

ROI Experimentation Risk Cost-Benefit 124

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

AWS Big Data

JUNE 11, 2024

Core concepts Before diving into various compression algorithms that OpenSearch offers, let’s look into three standard metrics that are often used while comparing compression algorithms: Compression ratio The original size of the input compared with the compressed data, expressed as a ratio of 1.0 as experimental feature.

Optimization 82

Optimization Experimentation Cost-Benefit Software 82

CIO Business Intelligence

NOVEMBER 15, 2022

Experiment with the “highly visible and highly hyped”: Gartner repeatedly pointed out that organisations that innovate during tough economic times “stay ahead of the pack”, with Mesaglio in particular calling for such experimentation to be public and visible.

Digital Transformation 143

Digital Transformation Experimentation Metrics Machine Learning 143

DataRobot Blog

MARCH 16, 2023

Collaborative Experimentation Experience – the new experience, called the Workbench, comes packed with new capabilities such as new integrated data prep for modeling and notebooks providing a full code-first experience. New Snowflake integrations and the SAP joint solution have tightened the data to experimentation to deployment loop.

Experimentation 98

Experimentation Data-driven Modeling Metadata 98

datapine

MAY 20, 2020

To inspire your customer relationship management report for managing your metrics, explore our cutting-edge selection of KPI examples. When we say “optimal design,” we don’t mean cramming piles of information into one space or being overly experimental with colors. Work through your narrative.

Dashboards 265

Dashboards Reporting KPI Visualization 265

AWS Big Data

FEBRUARY 12, 2024

A series of materialized view refreshes are used to calculate metrics, after which the incremental data from S3 is loaded into Redshift. Gupshup chose Aurora PostgreSQL as the operational reporting layer due to its anticipated increase in concurrency and cost-effectiveness for queries that retrieve only precalculated metrics.

Analytics 108

Analytics Data Warehouse Snapshot Cost-Benefit 108

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

datapine

FEBRUARY 4, 2020

Structure your metrics. As with any report you might need to create, structuring and implementing metrics that will tell an interesting and educational data-story is crucial in our digital age. That way you can choose the best possible metrics for your case. Regularly monitor your data. 1) Marketing CMO report.

Reporting 280

Reporting Marketing Advertising Metrics 280

CIO Business Intelligence

APRIL 12, 2024

Computer Vision also gives insights about customer traffic in stores, including metrics on conversion rate and sales numbers, thus helping the company decide what products to stock, how to display them, and how to arrange products across the store, Allison adds.

Experimentation 116

Experimentation Sales Digital Transformation Metrics 116

Aryng

APRIL 25, 2022

” – Ronald Fisher Experimentation is a powerful tool for businesses to innovate and test new ideas, but few seem to be using this tool right. […] The post How to use experiments to find your way to success appeared first on Aryng's Blog. He can perhaps say what the experiment died of.”

Experimentation 52

Experimentation Consulting Testing Metrics 52

O'Reilly on Data

OCTOBER 13, 2020

Ideally, AI PMs would steer development teams to incorporate I/O validation into the initial build of the production system, along with the instrumentation needed to monitor model accuracy and other technical performance metrics. But in practice, it is common for model I/O validation steps to be added later, when scaling an AI product.

Management 251

Management Metrics Machine Learning Modeling 251

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 139

IT Digital Transformation Management Experimentation 139

Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers. Counter claims?

Experimentation 103

Experimentation Testing Optimization Measurement 103

AWS Big Data

AUGUST 21, 2023

It similarly codes the query as a vector and then uses a distance metric to find nearby vectors in the multi-dimensional space. The algorithm for finding nearby vectors is called kNN (k Nearest Neighbors). Of course, production-quality search experiences use many more techniques to improve results.

Data Processing 92

Data Processing Visualization Experimentation Metrics 92

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. Learn more about the DataRobot AI Cloud and the ability to accelerate your experimentation and production timelines. DataRobot Booth at Big Data & AI Toronto 2022.

Big Data 96

Big Data Forecasting Experimentation Metrics 96

CIO Business Intelligence

NOVEMBER 13, 2023

Foster a culture of innovation: Digital transformation requires innovation and experimentation, and thus a culture for embracing new technologies and ideas. This involves setting up metrics and KPIs and regularly reviewing them to identify areas for improvement.

Digital Transformation 143

Digital Transformation Cost-Benefit Experimentation Measurement 143

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. Generative AI can also help developers improve their skills as they deal with more complex tasks. At this exciting frontier, it’s essential that developers adopt generative AI solutions that are right for them.

Experimentation 63

Experimentation Metrics Machine Learning Modeling 63

Sisense

MARCH 6, 2019

Gartner chose to group the rest of the keynote into three main messages according to the following categories: Here are some of the highlights as presented for each of them: Data Driven – “Adopt an Experimental Mindset”. At Sisense we’ve been preaching for BI prototyping and experimentation for quite a while now.

Data Analytics 75

Data Analytics Analytics Experimentation Data-driven 75

CIO Business Intelligence

FEBRUARY 21, 2024

We developed a model to predict student outcomes based on metrics from historical evidence,” he says. “We We’ve done a lot of experimentation on these adaptive tools that use AI,” says Ventimiglia. We ran a pilot with data scientists and other specialists on campus, and using the model, they were able to make very accurate predictions.

Recreation/Entertainment 135

Recreation/Entertainment Experimentation Data-driven Modeling 135