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Bringing an AI Product to Market

O'Reilly on Data

Without clarity in metrics, it’s impossible to do meaningful experimentation. Ethics and Data Science is a short book that helps developers think through data problems, and includes a checklist that team members should revisit throughout the process. Ongoing monitoring of critical metrics is yet another form of experimentation.

Marketing 362
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The pandemic pivot: 5 key leadership lessons that will last

CIO Business Intelligence

The early days of the pandemic taught organizations like Avery Dennison the power of agility and experimentation. He quickly determined that in this environment, he had to be intentional and make those interactions happen. “I I started booking lots of meetings. Teams require some face-to-face interaction.

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Higher-ed CIOs embrace academia’s AI challenges

CIO Business Intelligence

We expected a couple thousand interactions when we implemented it. We’ve done a lot of experimentation on these adaptive tools that use AI,” says Ventimiglia. “So we put a chatbot in place and loaded it with our FAQs on financial aid and other key areas that students have to deal with before they show up as freshmen in the fall.

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CIOs press ahead for gen AI edge — despite misgivings

CIO Business Intelligence

In his book The Coming Wave: Technology, Power, and the Twenty-First Century’s Greatest Dilemma , Mustafa Suleyman, co-founder of DeepMind (owned by Google) and now CEO of Inflection AI, warns about the combination of more advanced generative AI with synthetic biology.

Risk 141
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The Lean Analytics Cycle: Metrics > Hypothesis > Experiment > Act

Occam's Razor

This thought was in my mind as I was reading Lean Analytics a new book by my friend Alistair Croll and his collaborator Benjamin Yoskovitz. They preserve almost all original intent, but if you read the book, or see the cycle elsewhere, please don''t be surprised to see a slightly different version. KPI: Property bookings.

Metrics 156
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The AIgent: Using Google’s BERT Language Model to Connect Writers & Representation

Insight

There was only one problem: literary agents, the gatekeepers of the publishing industry, kept rejecting the book?—?often Using nothing more than a book’s synopsis, the AIgent can surface similar books, genre tags, and sales proxies. Data Collection The AIgent leverages book synopses and book metadata.

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Variance and significance in large-scale online services

The Unofficial Google Data Science Blog

Unlike experimentation in some other areas, LSOS experiments present a surprising challenge to statisticians — even though we operate in the realm of “big data”, the statistical uncertainty in our experiments can be substantial. We must therefore maintain statistical rigor in quantifying experimental uncertainty.