The Unofficial Google Data Science Blog

JANUARY 16, 2018

We present data from Google Cloud Platform (GCP) as an example of how we use A/B testing when users are connected. Experimentation on networks A/B testing is a standard method of measuring the effect of changes by randomizing samples into different treatment groups. Figure 4 is a visual representation of these steps.

Testing 58

Testing Experimentation Measurement Modeling 58

Smart Data Collective

JUNE 29, 2022

It could be a helpful blog post, an insightful whitepaper, or just a quick tip. Test Different Calls-to-Action. You will need to test different CTAs, which is going to require data analytics tools. Test Different Professional Email Signature. You should also use data analytics to test different email signatures.

B2B 106

B2B Data-driven Marketing Strategy 106

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

Domino Data Lab

OCTOBER 14, 2020

We’ve developed a model-driven software platform, called Climate FieldView , that captures, visualizes, and analyzes a vast array of data for farmers and provides new insight and personalized recommendations to maximize crop yield. Experimentation and collaboration are built into the core of the platform. Hyperparameter Tuning.

Experimentation 99

Experimentation Modeling Deep Learning Testing 99

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

Cloudera

APRIL 9, 2021

This is part 4 in this blog series. This blog series follows the manufacturing and operations data lifecycle stages of an electric car manufacturer – typically experienced in large, data-driven manufacturing companies. The second blog dealt with creating and managing Data Enrichment pipelines. A/B testing).

Machine Learning 98

Machine Learning Forecasting Manufacturing Predictive Analytics 98

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 95

Risk Cost-Benefit Strategy Experimentation 95

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 74

Data Science Machine Learning Experimentation Cost-Benefit 74

Smarten

MAY 11, 2017

The Smarten Advanced Data Discovery gives users the freedom to leverage data beyond simple visual data analysis and dashboards. Advanced Data Discovery allows business users to perform early prototyping and to test hypothesis without the skills of a data scientist, ETL or developer.

Experimentation 49

Experimentation Visualization Business Intelligence Predictive Analytics 49

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 93

Cost-Benefit Modeling Manufacturing Interactive 93

datapine

FEBRUARY 4, 2020

As we have already talked about in our previous blog post on sales reports for daily, weekly or monthly reporting, you need to figure out a couple of things when launching and executing a marketing campaign: are your efforts paying off? 1) Blog Traffic And Blog Leads Report. click to enlarge**.

Reporting 280

Reporting Marketing Advertising Metrics 280

Depict Data Studio

JULY 13, 2021

a school district’s worth of students), it’s still unlikely you need statistics, unless you are trying to answer a scientific-type question (and what scientific-type questions nonprofits with a lot of data might ask is for another blog post on another day). Even if you have more people than that (e.g., Ask us more about Data Teams!

Statistics 98

Statistics Testing Recreation/Entertainment Experimentation 98

Perceptual Edge

AUGUST 26, 2019

Pangilinan wrote chapter 9 of the book, titled “Data and Machine Learning Visual Design and Development in Spatial Computing,” which promotes VR’s usefulness for data visualization. The only examples that Pangilinan includes in the chapter that are potentially useful in VR are scientific visualizations, not data visualizations.

Visualization 52

Visualization Cost-Benefit Interactive Experimentation 52

Occam's Razor

AUGUST 22, 2011

Here you'll find all my blog posts categorized into a structure that will hopefully make it easy for you to discover new content, find answers to your questions, or simply wallow in some excellent analytics narratives. Blogging Experience Articles. + Podcast: Measuring Rich Media (Ajax, Flash / Flex, RSS & Blogs).

KPI 124

KPI Metrics Measurement ROI 124

Sisense

MAY 18, 2021

However, as Deven states, avoiding data insights and going with your gut is like choosing all the wrong answers on a test despite your professor giving you the right ones. When you discover data that means something, you need to be agile enough to make experimental changes.”. Data visualizations are graphic representations of data.

Marketing 52

Marketing Data Analytics Analytics Metrics 52

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 46

Visualization Interactive Software Experimentation 46

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

Domino Data Lab

MAY 8, 2019

Finale Doshi-Velez, Been Kim (2017-02-28) ; see also the Domino blog article about TCAV. On the other hand, as Lipton emphasized, while the tooling produces interesting visualizations, visualizations do not imply interpretation. ML model interpretability and data visualization. Challenges for Transparency ”.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

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

JULY 6, 2016

In the second post on this blog (one million words ago), I'd shared the value of qualitative analysis because it is the only way to get context you need to answer the question why something was happening , rather than just relying on data which only answers the question what happened. Testing Kills/Delays Good Ideas. No testing.

Testing 86

Testing Marketing Experimentation Cost-Benefit 86

Occam's Razor

OCTOBER 19, 2010

I was reflecting on that recently and thought it was incredible that in all my years of writing this blog I have never written a blog post, not one single one (!!), My goal is to give you a list of tools that I use in my everyday life as a practitioner (you'll see many of them implemented on this blog). Disclosure].

Analytics 135

Analytics Testing Measurement Optimization 135

The Unofficial Google Data Science Blog

MARCH 22, 2018

But what if users don't immediately uptake the new experimental version? This blog post provides details for how we can make inferences without waiting for complete uptake. This blog post provides details for how we can make inferences without waiting for complete uptake. What if their uptake rate is not uniform?

Experimentation 62

Experimentation Measurement Modeling Statistics 62

Occam's Razor

SEPTEMBER 13, 2016

Like this blog, the newsletter is geared towards being instantly actionable (rather than just theory-smart, which is pretty cool too). With that as context, you can imagine how heart-broken I was when Jane shared the following visual from a study done by Econsultancy and Lynchpin. Visual perception of information.

Modeling 127

Modeling Reporting Strategy Consulting 127

Occam's Razor

JANUARY 7, 2014

7: 25% of all analytical effort is dedicated to data visualization/enhancing data's communicative power. #6: Bonus : Kill Useless Web Metrics: Apply The "Three Layers Of So What" Test. My second blog post covered what and why ! Usability testing (lab based or online).

Data-driven 140

Data-driven Consulting Reporting Marketing 140

O'Reilly on Data

JULY 25, 2023

So far I’ve read a gazillion blog posts about people’s experiences with these AI coding assistance tools. Swift Papers felt like a well-scoped project to test how well AI handles a realistic yet manageable real-world programming task.

Consulting 245

Consulting Interactive Software IT 245

The Unofficial Google Data Science Blog

OCTOBER 21, 2015

We’re not going to engage in this debate but in this blog post we do focus on science. The beliefs of this community are always evolving, and the process of thoughtfully generating, testing, refuting and accepting ideas looks a lot like Science. the power grid, a streaming music service, the human body, the weather).

Slice and Dice 45

Slice and Dice Experimentation Data-driven Data Science 45

Occam's Razor

FEBRUARY 7, 2011

After 416,350 words in posts and 845,128 words in comments on this blog, thus far, there is always more to explore, illuminate and share. It is a great way to stay connected to what's most important to you (and keep the blog and its content relevant!). And to visualize it in a report. 7 Best Practices, Bonus Tips.

Analytics 94

Analytics Measurement Metrics Predictive Analytics 94

Occam's Razor

OCTOBER 23, 2006

Bonus: Here is a blog post that outlines in detail the difference between reporting and analysis, and shares ideas you can use every day: Rebel! Be incessantly focussed on your company customers and dragging their voice to the table (for example via experimentation and testing or via open ended survey questions). Your Choice?

Data-driven 117

Data-driven Metrics KPI Reporting 117

Occam's Razor

JANUARY 28, 2013

In this blog post I want to try and do something similar by sharing some of my favorite digital experiences with you. Innocent: Passionate Copy and Heart-warming Visual Design. ~ I was listening to my "Write Great Blog Posts" music. Innocent: Passionate Copy and Heart-warming Visual Design. There are 7 in total.

Marketing 164

Marketing Insurance Visualization IT 164