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LayerNAS: Neural Architecture Search in Polynomial Complexity

Google Research AI blog

Neural architecture search (NAS) algorithms design sophisticated model architectures by searching through a larger model-space than what is possible manually. Using a search space built on backbones taken from MobileNetV2 and MobileNetV3 , we find models with top-1 accuracy on ImageNet up to 4.9% for the convolution layer.

Search 107
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International Organizations and Social Media: News, Engagement, and Social Data for Policy Change

Beth's Blog: How Nonprofits Can Use Social Media

Not every student in my class is focused on the same policy issue. They will be placed with organizations working on policies in these areas, many part of large international networks, nonprofits, and government. Benchmark Studies and Examples. Citizen Digital Engagement in Policy Discussions and Action.

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Benchmarks 2024 — the Food Bank Edition

M+R

This year, a record 27 regional food banks participated in M+R’s annual Benchmarks Study covering mostly digital fundraising, marketing, advertising, and advocacy metrics (and here’s another plug…if you haven’t dug into this year’s study, do it now!). This year for the first time, we’re sharing the Food Bank Edition of Benchmarks publicly!

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Twelve Labs makes searching inside videos simple and powerful, propelled by $5M seed round

TechCrunch

Which lecture had the part about tax policies? Twelve Labs has a machine learning solution for summarizing and searching video that could make quicker and easier for both consumers and creators. You might think “but wait, I can search for videos right now!” What meeting or seminar was it where I asked that question?

Search 93
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How to Make Your Nonprofit Recession-Proof: Perfect Your Operating Reserves Policy

Blue Fox

First off: do you have an operating reserves policy? If so, when is the last time your leadership team reviewed the policy? If it’s been a while read on as we guide you through the process of building an operating reserves policy, and the implementation and ongoing oversight of that policy. A starting point.

Policy 78
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Amazon India allegedly rigged search results and ripped off sellers’ products

The Verge

Amazon allegedly used its search system and user data to gain an edge over sellers in India, according to a new report from Reuters. The second, more extensive allegation involves Amazon identifying “reference” or “benchmark” products that are popular with customers and then copying them. Illustration by Alex Castro / The Verge.

India 59
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Setting up high-conversion lead magnets that deliver value

TechCrunch

First, the digital competition is all optimized for Google’s search engine. Second, new privacy policies in Europe and the U.S. Magnets can be anything that provides additional value, whether benchmark studies, guides, interactive quizzes, short or long-form video content, or anything else.