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Towards optimal experimentation in online systems

The Unofficial Google Data Science Blog

If the relationship of $X$ to $Y$ can be approximated as quadratic (or any polynomial), the objective and constraints as linear in $Y$, then there is a way to express the optimization as a quadratically constrained quadratic program (QCQP). However, joint optimization is possible by increasing both $x_1$ and $x_2$ at the same time.

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Belcorp reimagines R&D with AI

CIO Business Intelligence

As Belcorp considered the difficulties it faced, the R&D division noted it could significantly expedite time-to-market and increase productivity in its product development process if it could shorten the timeframes of the experimental and testing phases in the R&D labs. This allowed us to derive insights more easily.”

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Deep Learning Illustrated: Building Natural Language Processing Models

Domino Data Lab

You can home in on an optimal value by specifying, say, 32 dimensions and varying this value by powers of 2. If we were using CBOW, then a window size of 5 (for a total of 10 context words) could be near the optimal value. Note: This 5,000-word threshold may not be optimal, but we didn’t take the time to test lower or higher values.

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Topics to watch at the Strata Data Conference in New York 2019

O'Reilly on Data

So, we used a form of the Term Frequency-Inverse Document Frequency (TF/IDF) technique to identify and rank the top terms in this year’s Strata NY proposal topics—as well as those for 2018, 2017, and 2016. 2) is unchanged from Strata NY 2018, it’s up three places from Strata NY 2017—and eight places relative to 2016. What’s going on?

IoT 20
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Why adopt a hybrid, multi-cloud strategy?

Cloudera

In 2016, 60.9% For example, if you want to optimize for agility and experimentation, you probably will be better off doing so with an ephemeral public cloud infrastructure. Enterprises are moving to the cloud. Enterprises plan to implement new apps primarily in the cloud while migrating 20.7% of existing apps to public cloud.

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Smarter Survey Results and Impact: Abandon the Asker-Puker Model!

Occam's Razor

Hypothesis development and design of experimentation. Econsultancy/Lynchpin provides this description in the report: "There were 960 respondents to our research request, which took the form of a global online survey fielded in May and June 2016. . + Pattern recognition and understanding trends. Argumentation and logical thinking.

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Join DataRobot at Big Data & AI Paris 2022

DataRobot Blog

Since 2016, DataRobot has aligned with customers in finance, retail, healthcare, insurance and more industries in France with great success, with the first customers being leaders in the insurance space. . Leading French organizations are recognizing the power of AI to accelerate the impact of data science.