AWS Big Data

AUGUST 21, 2023

We’ll compare searching for visual similarity (on the left) and textual similarity (on the right). Compare image and textual embeddings For example, sailboat shoes does a good job with both approaches, but white sailboat shoes does much better using visual similarity. In some cases, we get very similar results.

Data Processing 91

Data Processing Experimentation Visualization Metrics 91

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. Figure 4: Visualization of a central composite design. Figure 2: Spreading measurements out makes estimates of model (slope of line) more accurate. production, default) values.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

Smart Data Collective

JULY 9, 2023

Heatmaps are powerful visual tools help show where website visitors pay the most attention. Optimizing Conversion Rates with Data-Driven Strategies A/B Testing and Experimentation for Conversion Rate Optimization A/B testing is essential for discovering which version of your website’s elements are most effective in driving conversions.

Optimization 71

Optimization Data Analytics Analytics Data-driven 71

CIO Business Intelligence

FEBRUARY 21, 2024

But we also have teams responsible for data analytics, and teams of audio-visual experts to ensure our concert halls and event centers can support a range of activities. We’ve done a lot of experimentation on these adaptive tools that use AI,” says Ventimiglia. Almost everything a university does has to be supported by IT. “We

Recreation/Entertainment 135

Recreation/Entertainment Experimentation Modeling Data-driven 135

Octopai

MAY 2, 2022

Your dashboards, charts, visualizations… they’re all products. . Common elements of DataOps strategies include: Collaboration between data managers, developers and consumers A development environment conducive to experimentation Rapid deployment and iteration Automated testing Very low error rates. Issue detected?

Manufacturing 87

Manufacturing Testing Experimentation Data Quality 87

CIO Business Intelligence

JUNE 28, 2023

As Belcorp considered the difficulties it faced, the R&D division noted it could significantly expedite time-to-market and increase productivity in its product development process if it could shorten the timeframes of the experimental and testing phases in the R&D labs. This allowed us to derive insights more easily.”

Digital Transformation 102

Digital Transformation Cost-Benefit Informatics Data mining 102

CIO Business Intelligence

AUGUST 4, 2023

Our products are sometimes tested for a year before being launched in the field. Our command centres monitor a large number of freight locomotives across the globe, allowing us to visualize the locomotive’s location, and its servicing alerts. Much of the digitization in the manufacturing segment is related to the execution systems.

IoT 98

IoT Manufacturing Experimentation Digital Transformation 98

Domino Data Lab

JUNE 13, 2019

Recently, Chhavi Yadav (NYU) and Leon Bottou (Facebook AI Research and NYU) indicated in their paper, “ Cold Case: The Lost MNIST Digits ”, how they reconstructed the MNIST (Modified National Institute of Standards and Technology) dataset and added 50,000 samples to the test set for a total of 60,000 samples. Did they overfit the test set?

Testing 83

Testing Data Science Experimentation Metadata 83

The Data Visualisation Catalogue

MARCH 3, 2019

This visualisation was created in 2011 by Hans-Jörg Schulz, Steffen Hadlak and Heidrun Schumann in their paper The Design Space of Implicit Hierarchy Visualization: A Survey (p. This experimental visualisation uses a polar layout and extends into into 3D with a cylindrical form. 3D Polar Steptree. 3D Polar Steptree. 14, Fig 10.

Experimentation 40

Experimentation Visualization Testing IT 40

Decision Management Solutions

DECEMBER 17, 2021

We work with lenders in a variety of markets and have found that decision modeling, building a visual blueprint of your credit risk decisioning, is a critical success factor in moving to next generation credit decisioning. Digital lending based on high-performance credit-decisioning models, says McKinsey, lead to: Increased revenue.

Modeling 52

Modeling Experimentation Visualization Risk 52

AWS Big Data

JANUARY 9, 2024

Now users seek methods that allow them to get even more relevant results through semantic understanding or even search through image visual similarities instead of textual search of metadata. This functionality was initially released as experimental in OpenSearch Service version 2.4, and is now generally available with version 2.9.

Cost-Benefit 90

Cost-Benefit Visualization Modeling Machine Learning 90

Octopai

OCTOBER 26, 2022

When DataOps principles are implemented within an organization, you see an increase in collaboration, experimentation, deployment speed and data quality. SPC is the continuous testing of the results of automated manufacturing processes. SPC tests can do the same thing for the data flowing through your pipelines.

Data Quality 52

Data Quality Data Analytics Analytics Manufacturing 52

IBM Big Data Hub

APRIL 18, 2024

While leaders have some reservations about the benefits of current AI, organizations are actively investing in gen AI deployment, significantly increasing budgets, expanding use cases, and transitioning projects from experimentation to production. This personalized approach might lead to more effective therapies with fewer side effects.

Cost-Benefit 88

Cost-Benefit Modeling Manufacturing Interactive 88

DataRobot

APRIL 19, 2021

They need data assembly, data science, integration, and visualization skills. Each participant was asked to use these materials to answer a questionnaire, testing their understanding and trust of the visualizations, their ability to detect issues, their confidence in the model, and their assessment of its readiness for deployment.

Machine Learning 52

Machine Learning Visualization Data-driven Modeling 52

DataRobot

JUNE 10, 2021

Traditionally, experimentation and observation was the only way to understand the physical-chemical properties of the molecule. The competition metric is the maximum Tanimoto score of the top five recommendations to the ground truth averaged over the test dataset. Molecules can be represented as graphs using the SMILE data.

Metrics 52

Metrics Machine Learning Visualization Experimentation 52

CIO Business Intelligence

AUGUST 17, 2023

The impact could really be that profound since we have a tool that can be applied to multiple use cases, from writing and designing products, to visualizations, checking code, and so forth.” We’re testing ChatGPT at an individual level,” he says. Medica’s O’Brien issues a caution as well.

Risk 98

Risk Cost-Benefit Strategy Experimentation 98

Cloudera

JANUARY 30, 2019

Data scientists require on-demand access to data, powerful processing infrastructure, and multiple tools and libraries for development and experimentation. Share insights and visualizations from reproducible, collaborative research. Sound familiar? Tensorflow, PyTorch, or XGBoost) within isolated project environments.

Data Science 72

Data Science Machine Learning Experimentation Cost-Benefit 72

DataRobot Blog

JANUARY 10, 2023

ML model builders spend a ton of time running multiple experiments in a data science notebook environment before moving the well-tested and robust models from those experiments to a secure, production-grade environment for general consumption. Capabilities Beyond Classic Jupyter for End-to-end Experimentation. Auto-scale compute.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

Smarten

NOVEMBER 3, 2017

Business users can quickly and easily prepare and analyze data and visualize and explore data, notate and highlight data and share data with others to identify the important ‘nuggets’, buried in traditional data, and to connect the dots, find exceptions, identify patterns and trends and better predict results.

Analytics 40

Analytics Visualization Experimentation Cost-Benefit 40

Depict Data Studio

JULY 13, 2021

In the science world, if you have a small group of people and do not find statistical significance, one thing you can do is test a much bigger group! Using scientific methods to test hypotheses (which are what statistics test) are what scientists do; delivering programming and tracking client progress is what nonprofit practitioners do.

Statistics 98

Statistics Testing Recreation/Entertainment Experimentation 98

Cloudera

APRIL 9, 2021

The third video in the series highlighted Reporting and Data Visualization. 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. A/B testing).

Machine Learning 98

Machine Learning Forecasting Manufacturing Predictive Analytics 98

The Data Visualisation Catalogue

MARCH 18, 2019

One of the initial examples of a 3D Treemap I found came from the paper Visualization of Software and Systems as Support Mechanism for Integrated Software Project Control. Source: Visualization of Software and Systems as Support Mechanism for Integrated Software Project Control, p. Source: Visualization of File System Hierarchies.

Visualization 48

Visualization Interactive Software Experimentation 48

FineReport

DECEMBER 11, 2019

Follow FineReport Reporting Software on Facebook to know more about data visualization! – Data Divination: Big Data Strategies. I’m sure that these ten books will let you understand more about data analysis and answer your doubts! You might also be interested in…. Data Cleaning Guide: Saving 80% of Your Time to Do Data Analysis.

Big Data 98

Big Data Statistics Experimentation Data Strategy 98

Domino Data Lab

DECEMBER 4, 2020

Domino Lab supports both interactive and batch experimentation with all popular IDEs and notebooks (Jupyter, RStudio, SAS, Zeppelin, etc.). Once all packages have been imported, we can move on to loading our test data. We can then proceed with pharmacokinetic modeling, testing the goodness of fit of various models.

Metrics 59

Metrics Data Science Knowledge Discovery Measurement 59

Alation

SEPTEMBER 28, 2022

Automated testing to ensure data quality. Alation provides robust DataOps solutions that help you foster collaboration, build trusted data solutions, automate testing & monitoring, and visualize data pipelines. Technical environments and IDEs must be disposable so that experimental costs can be kept to a minimum.

Cost-Benefit 52

Cost-Benefit Data Quality Manufacturing Testing 52

Occam's Razor

AUGUST 22, 2011

Six Data Visualizations That Rock! The Awesome Power of Visualization 2 -> Death and Taxes 2007. The Awesome Power of Data Visualization. Five Reasons And Awesome Testing Ideas. Lab Usability Testing: What, Why, How Much. Build A Great Web Experimentation & Testing Program. Got Surveys?

KPI 124

KPI Metrics Measurement ROI 124

Domino Data Lab

NOVEMBER 14, 2019

advocate for “defining interpretability in the context of machine learning” and for using a Predictive, Descriptive, Relevant (PDR) framework because there is “considerable confusion about the notion of interpretability” Data science work is experimental, iterative, and at times, confusing. ” Yu et al.

Modeling 71

Modeling Machine Learning Data Science Experimentation 71

Occam's Razor

JULY 6, 2016

Lab usability testing and online surveys both provide great strategies to obsess about user centric design. Testing Kills/Delays Good Ideas. In these cases, my strategy is to use the blessings of the multitude of online usability testing tools to identify problems my beloved users might be facing that I've become blind to.

Testing 86

Testing Marketing Experimentation Cost-Benefit 86

datapine

MAY 20, 2020

Finally, we will show you a real-life example so you can get a visual overview and a clearer picture of the points discussed in this article. This most value-driven CRM dashboard and a powerful piece of CRM reporting software host a cohesive mix of visual KPIs. Let’s begin. Sales Activity. Average Contract Value.

Dashboards 265

Dashboards Reporting KPI Visualization 265

DataKitchen

APRIL 13, 2021

Testing and Data Observability. DataOps needs a directed graph-based workflow that contains all the data access, integration, model and visualization steps in the data analytic production process. It orchestrates complex pipelines, toolchains, and tests across teams, locations, and data centers. Testing and Data Observability.

Testing 307

Testing Machine Learning Consulting Data Quality 307

Insight

MARCH 12, 2020

I tested several different flavors of BERT for use as synopsis classifiers before settling on the DistilBERT model from Hugging Face. After some experimentation, I landed on a strategy I’ll call ‘warm encoding’: if greater than 1% of tags were in a particular class, I encoded the book as belonging to that class, non-exclusively.

Modeling 59

Modeling Metadata Publishing Sales 59

CIO Business Intelligence

MARCH 5, 2024

Many other platforms, such as Coveo’s Relative Generative Answering , Quickbase AI , and LaunchDarkly’s Product Experimentation , have embedded virtual assistant capabilities but don’t brand them copilots. Today, top AI-assistant capabilities delivering results include generating code, test cases, and documentation.

Cost-Benefit 124

Cost-Benefit Advertising Experimentation Software 124

CIO Business Intelligence

MARCH 7, 2023

While many organizations are successful with agile and Scrum, and I believe agile experimentation is the cornerstone of driving digital transformation, there isn’t a one-size-fits-all approach. Release an updated data viz, then automate a regression test.

Digital Transformation 145

Digital Transformation Data Governance Experimentation Machine Learning 145

DataKitchen

JANUARY 17, 2022

Testing and validating analytics took as long or longer than creating the analytics. The business analysts creating analytics use the process hub to calculate metrics, segment/filter lists, perform predictive modeling, “what if” analysis and other experimentation. Visualizations updated per week increased from 50 to 1500.

Experimentation 130

Experimentation Data Lake Marketing Predictive Modeling 130

DataRobot

SEPTEMBER 14, 2021

And for those that do make it past the experimental stage, it typically takes over 18 months for the value to be realized. Even models that are tested for bias during the development can become biased once in production. If bias is detected, MLOps also provides interactive visualizations to help you diagnose its source.

Machine Learning 94

Machine Learning Modeling Experimentation Visualization 94

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. Yet, this challenge is not insurmountable. for what is and isn’t possible) to address these challenges. Transcript.

Management 110

Management Machine Learning Experimentation Metrics 110

CIO Business Intelligence

APRIL 5, 2023

Midjourney, ChatGPT, Bing AI Chat, and other AI tools that make generative AI accessible have unleashed a flood of ideas, experimentation and creativity. Testing is another area that tends to get neglected, so automated unit test generation will help you get much broader test coverage.

Modeling 109

Modeling Testing Cost-Benefit Experimentation 109