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Why you should care about debugging machine learning models

O'Reilly on Data

In addition to newer innovations, the practice borrows from model risk management, traditional model diagnostics, and software testing. Because ML models can react in very surprising ways to data they’ve never seen before, it’s safest to test all of your ML models with sensitivity analysis. [9] Residual analysis.

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Using DataOps to Drive Agility and Business Value

DataKitchen

Chapin shared that even though GE had embraced agile practices since 2013, the company still struggled with massive amounts of legacy systems. Chapin also mentioned that measuring cycle time and benchmarking metrics upfront was absolutely critical. “It Design for measurability. And I think that really paid off for us.

Metrics 211
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Drug Discovery Needs AI To Discover More Treatments

Smart Data Collective

Phase 0 is the first to involve human testing. Phase I involves dialing-in the proper dosage and further testing in a larger patient pool. In a report on the failure rates of drug discovery efforts between 2013 and 2015, Richard K. Researching and developing new drugs involves multiple steps called “Phases.”

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India’s advisory on LLM usage causes consternation

CIO Business Intelligence

It also requires that LLMs that are unreliable or still under test only be made available in Indian Internet with explicit permission from the government, and only be deployed accompanied by a warning of their unreliability. Are there test cases they have to pass, or assurances given on level of testing and support?”

Testing 128
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YouTube Marketing And Analytics: A Primer For Magnificent Success

Occam's Razor

According to Nielsen, YouTube reaches more US adults ages 18-34 than any cable network as of mid-2013. As of March 2013, one billion, (B!), One more thing to ponder… One hundred hours of video is uploaded into YouTube every single minute, as of May 2013. And yes, finally, there is the problem of measurement.

Marketing 151
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Leveraging MITRE ATT&CK: How Your Team Can Adopt This Essential Framework

CIO Business Intelligence

In fact, it has been available since 2013. The team was focused on using threat intelligence to harden their environment by improving security controls after every attack and making use of detection and response tools, perimeter security, cloud security, and other measures. That would be a tremendous boon for your security team, right?

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10 Big Data Examples Showing The Great Value of Smart Analytics In Real Life At Restaurants, Bars, and Casinos

datapine

In 2017 the company wanted to take its shopping experience one step further by creating an augmented reality app that allowed users to test a product without having to leave their homes. In 2013, they took a slight risk and introduced a veggie smoothie to their previously fruit-only smoothie menu. Behind the scenes. Behind the scenes.

Big Data 244