Google Research AI blog

JUNE 29, 2023

As work on unlearning progresses, it may also open additional ways to boost fairness in models, by correcting unfair biases or disparate treatment of members belonging to different groups (e.g., Because of this, existing unlearning algorithms make different trade-offs. demographics, age groups, etc.). Anatomy of unlearning.

Challenge 145

Challenge Train Training Evaluation 145

The Verge

OCTOBER 19, 2021

Netflix will change the public-facing metrics it uses to rank the most popular titles on its streaming service, the company announced Tuesday. There is some difference in rankings [.] What’s certain is that by many of its metrics, its Korean drama Squid Game has been a massive success on the platform. Image: Netflix.

Metrics 98

Metrics Stream Measure Comparison 98

Association Analytics

OCTOBER 10, 2022

Association membership marketing is much different than marketing a product for sale. Once you have your taxonomy and metadata in place, you can use metrics to analyze the performance of your marketing channels. Here are examples of success metrics broken down by three common channels: List Preparation. Sales are instant.

Analytics 169

Analytics Marketing Taxonomy Metrics 169

Beth's Blog: How Nonprofits Can Use Social Media

OCTOBER 19, 2007

I'm doing a session at Boston podcamp called the Social Media Metrics/ROI Game. So when I heard that one of the leading subject matter experts on social media metrics - Jeremiah Owyang - was the guest of honor at a local social media networking event , I decided to go. So, here's the session description: Social Media Metrics/ROI Game.

Social Media 56

Social Media Metrics Media Social 56

Google Research AI blog

APRIL 21, 2023

Users can create and connect different components (nodes) to rapidly build an ML pipeline, and see the results in real-time without writing any code. Researchers optimize the model with quantitative metrics on a fixed set of data, but real-world performance requires human reviewers to evaluate in the application context.

Interaction 121

Interaction Learning Tools Evaluation 121

Zen and the Art of Nonprofit Technology

APRIL 3, 2009

The thing that is prompting this post is the little storm about the security metric that we used to try and get a handle on the security of the 4 different systems we reviewed. You might think that comparing four different open source packages that, in essence, do pretty the same thing (in a broad sense) would be a cakc walk.

Drupal 100

Drupal Comment Report Metrics 100

Whole Whale

MAY 11, 2022

Short Answer : It’s not just you, Google Analytics 4 (GA4) is completely different than Universal Analytics (UA). High-level Differences. Why UA Metrics won’t Match GA4. Why are engaged sessions in GA different than the UA bounce rate was? In UA, there are two User metrics: Total Users, and New Users.

Analytics 59

Analytics University Difference Site 59

Bloomerang

OCTOBER 1, 2021

However, most board members aren’t familiar with various fundraising metrics and won’t be able to draw effective conclusions when they’re presented with data without an explanation of what the data shows. . The last thing you want to do is waste their time and bog their donor reports down with unnecessary metrics. .

Donor 132

Donor Data Report Metrics 132

Neon CRM

JUNE 2, 2023

Nonprofit engagement metrics can help you understand your organization, but you’ve probably seen the same terms over and over again in your research. By embracing a few overlooked metrics, you will be able to go deeper into that information. By embracing a few overlooked metrics, you will be able to go deeper into that information.

Metrics 52

Metrics Nonprofit Social Media Rate 52

Beth's Blog: How Nonprofits Can Use Social Media

APRIL 27, 2010

I'm working with a small group of Packard Foundation grantees on a social media lab where they are implementing different social media experiments. and some are free) that can more easily gather up metrics into a spreadsheet than the insights tool, but you do have to talk with a sales person first. Photo by Metro Library and Archive.

Social Media 116

Social Media Measure Action Media 116

Beth's Blog: How Nonprofits Can Use Social Media

JUNE 29, 2011

This requires some discipline to think long and hard about what data is most useful to gain an understanding. A nonprofit recently shared their social media metrics spreadsheet with me and it was 150 rows of data that require constant scrolling. Step B: Identify the comparison. 2) Give Context. 5) Choose the Right Display.

Design 119

Design Chart Measure Social Media 119

Google Research AI blog

APRIL 25, 2023

Different NAS algorithms, such as MNasNet and TuNAS , have been proposed and have discovered several efficient model architectures, including MobileNetV3 , EfficientNet. Problem formulation NAS tackles a variety of different problems on different search spaces. Burgers taste differently with different mixtures of options.

Search 107

Search Children Model Delicious 107

DNL OmniMedia

NOVEMBER 12, 2020

Using that knowledge, we’ve created this guide to help your team understand major gift KPIs, the metrics you should be tracking, and the top tips to do so successfully. You’ll explore major gift metrics through the following guide: Overview of Major Gift Fundraising Data. 3 Tips to Track Major Gift Metrics More Effectively.

Metrics 52

Metrics Gift Track Data 52

Beth's Blog: How Nonprofits Can Use Social Media

MAY 29, 2013

For step 1, she suggested using Juice Analytics chart chooser tool. I wanted to learn more about what particular chart format is better suited to visualize a particular comparison or insight from social media data. Bar Chart: When you compare different items, use a bar chart. Time Series Comparisons. Column chart.

Chart 107

Chart Social Media Comparison Data 107

M+R

APRIL 16, 2024

It’s not accurate to compare UA pageview data to GA4 pageview data since the metric logic has also changed. Even comparing Total Users from UA to GA4 is not an apples-to-apples comparison since the method Google Analytics uses to track users changed from UA to GA4. The way GA4 is tracking has changed substantially from UA.

Benchmark 75

Benchmark Analytics Google Comparison 75

DataRobot

FEBRUARY 10, 2021

The large drop between the validation score and the holdout score indicates that something is very different between the validation and holdout datasets. For comparison, a random forest model achieves 2.38 and Google benchmarks for this model use the accuracy metric. Do you see it? The fast.ai Conclusion.

Model 98

Model Benchmark Metrics Train 98

ASU Lodestar Center

MAY 30, 2012

expectations); Compare actual activity to expectations (comparison of budget/prior year to actual); Present a picture of the financial health of the organization. Nonprofit organizations come in all shapes and sizes—and with different challenges. If not on course, the reports lend guidance to changing plans as necessary.

Report 86

Report Nonprofit Ratio Director 86

Tableau

NOVEMBER 18, 2021

Plus, we’ve made improvements to Metrics , Tableau Mobile , and more! With virtual connections, the credentials can be stored once and centrally managed, instead of in many places with different owners. Different users can view the same table, viz, or report and see only data they are authorized to see.

Data 98

Data Analytics Metrics Analysis 98

Tableau

NOVEMBER 18, 2021

Plus, we’ve made improvements to Metrics , Tableau Mobile , and more! With virtual connections, the credentials can be stored once and centrally managed, instead of in many places with different owners. Different users can view the same table, viz, or report and see only data they are authorized to see.

Data 98

Data Analytics Metrics Analysis 98

Classy

AUGUST 4, 2021

We’ll outline the role each area of a nonprofit’s organizational structure plays in a successful fundraising strategy and the value that each user from different areas of your nonprofit can gain by getting involved. They may also receive payout reports or other data from different teams to incorporate and track within a database.

Fundraising 95

Fundraising Nonprofit Metrics Volunteer 95

Tableau

JULY 6, 2022

Additionally, data doesn't always come in the order you expect, especially when joining many different sources. Configure Metrics to track your data at a glance. Metrics give you a streamlined view of your KPIs. And now, Metrics are configurable. . From there, edit the date range, comparison type, and comparison period.

Business 98

Business Metrics Analysis Search 98

Tableau

JULY 6, 2022

Additionally, data doesn't always come in the order you expect, especially when joining many different sources. Configure Metrics to track your data at a glance. Metrics give you a streamlined view of your KPIs. And now, Metrics are configurable. . From there, edit the date range, comparison type, and comparison period.

Business 98

Business Metrics Analysis Search 98

The Verge

JULY 15, 2021

While the base eMMC storage configuration could potentially mean slower game installs and load times, Valve promises that “there is no in-game difference in frame rates or graphics quality” among the three models. The PS5 and Xbox Series X win out in virtually every metric. Image: Valve. teraflops) and the PS4 (1.8

Comparison 89

Comparison Library Game Metrics 89

Google Research AI blog

JUNE 1, 2023

Memory construction from multimodal knowledge corpora Our approach is similar to REALM in that we precompute key and value embeddings of knowledge items from different sources and index them in a unified knowledge memory, where each knowledge item is encoded into a key-value pair. GPT-3) as an implicit source of knowledge.

Language 113

Language Train Training Knowledge 113

The Verge

JANUARY 24, 2022

Rivals like Microsoft and Nvidia have already announced their own “AI supercomputers,” which are slightly different from what we think of as regular supercomputers. The two types of systems, known as high-performance computers or HPCs, are certainly more similar than they are different. Image: Meta.

Research 115

Research Phase System Training 115

Google Research AI blog

JUNE 9, 2023

Each example consists of (1) a masked input image, (2) an input text prompt, and (3) a high-quality output image used as reference for automatic metrics. To provide insight into the relative strengths and weaknesses of different models, EditBench prompts are designed to test fine-grained details along three categories: (1) attributes (e.g.,

Evaluation 113

Evaluation Images Guide Model 113

Beth's Blog: How Nonprofits Can Use Social Media

JULY 12, 2009

By understanding your activity and performance, fan response, trends and comparisons, you are better equipped to improve your presence on Facebook. Total Interactions - The total interactions metric captures all of the feedback Pages receive from Facebook users. Pages, Groups, and Causes: How are they different? by Facebook.

Facebook 98

Facebook Stats Tips Social Media 98

TechCrunch

FEBRUARY 10, 2021

There is something of a tale of two companies in Lemonade and Root, with the pair valued at divergent multiples and sporting very different post-IPO trajectories, at least concerning their value. Results via the company , comparisons are Q3 2019: Root Q3 2020 revenue: $50.5 million (impaired from $75.8 Root Q3 2020 gross profit: $0.7

Comparison 73

Comparison Public Newsletter Profit 73

Towards Data Science

JANUARY 7, 2024

Data profiling gives us statistics about different columns in our dataset. Different patients can have the same name. We can examine various metrics for each column, like their mean values. mean.value Next, we’ll also calculate the mean directly from the dataframe for comparison. A great tool for this is whylogs.

Profile 98

Profile Data Tutorial Metrics 98

sgEngage

OCTOBER 19, 2022

Charts and lists are two of the most common formats for grant reporting, but they have different benefits when you are trying to make sense of your grantmaking data. Your grants management system has a variety of ways to visualize the information, but what is the best format for the insight you are looking for?

Chart 97

Chart Report Data Grant 97

Beth's Blog: How Nonprofits Can Use Social Media

NOVEMBER 28, 2012

We’d like to try to benchmark it against other disruptive pinterest campaigns but we’re not sure there is a good comparison case study. Please tell us if you know of one! I am assuming that this conversion from pinning to donating is one rung on your ladder of engagement ? Pinterest has only been around for short time.

Sierra Leone 129

Sierra Leone Case Study Benchmark Studies 129

Google Research AI blog

MARCH 31, 2023

Models at this scale necessitate “sharding” — distributing the model parameters in different compute devices. The goal is to compute the matrix multiplication y = Ax, but both the matrix A and activation x are distributed across different devices. How different are human and model accuracies (accuracy difference)?

Train 103

Train Training Model Arts 103

NTEN

MAY 20, 2013

In our latest survey, we decided to ask about technology staffing levels differently. Here is a Year-Over-Year comparison of our survey responses to technology staffing questions for the last three years: The key things we notice here are: The significant diffence between tech staffing levels reported in 2010 as compared to 2011 and 2012.

Technology 85

Technology Report Ratio Nonprofit 85

ASU Lodestar Center

MAY 16, 2012

This is absolutely a valuable metric, but I was curious how this data might vary if the list was based on organizations with the strongest social media presence.the ones we stand to learn the most from. Here is a taste of five different lists I have built over the past few months. See links for more details.

Social Media 96

Social Media Web Media Social 96

Whole Whale

OCTOBER 22, 2024

Donation Tracking & Optimization Volunteer Management Mission Impact Content Campaign Performance Stakeholder Journey Analysis Technical Performance Community Building Geographic Impact Board Reporting Email Campaign Performance Regional Geographic Analysis Seasonal Performance Analysis Donation Tracking & Optimization Track donation funnel (..)

Ideas 52

Ideas Metrics Nonprofit Retention 52

Google Research AI blog

FEBRUARY 3, 2023

In our wildfire tracker, the model is trained on all satellite inputs, allowing it to learn the relative importance of different frequency bands. We compare our models to official fire scars using the precision and recall metrics. We then average each metric across all fires. μm and 11.2

Track 108

Track North America Time Australia 108

Beth's Blog: How Nonprofits Can Use Social Media

APRIL 21, 2011

Google Analytics , with its robust dashboard system displaying key web site metrics, is another example. 5) Scenario Comparison Dashboards. These are typically designed to compare likely outcomes of a range of future scenarios across a range of key metrics.

Nonprofit 103

Nonprofit Indianapolis Museum Social Media 103