2018 Experimentation Modeling Risk 
Domino Data Lab
MAY 15, 2019
Unfortunately, a common challenge that many industry people face includes battling “ the model myth ,” or the perception that because their work includes code and data, their work “should” be treated like software engineering. I was fortunate to see an early iteration of Pete Skomoroch ’s ML product management presentation in November 2018.
O'Reilly on Data
APRIL 19, 2021
Relatively few respondents are using version control for data and models. Tools for versioning data and models are still immature, but they’re critical for making AI results reproducible and reliable. The biggest skills gaps were ML modelers and data scientists (52%), understanding business use cases (49%), and data engineering (42%).
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The Unofficial Google Data Science Blog
APRIL 23, 2024
Experiments, Parameters and Models At Youtube, the relationships between system parameters and metrics often seem simple — straight-line models sometimes fit our data well. That is true generally, not just in these experiments — spreading measurements out is generally better, if the straight-line model is a priori correct.
Corinium
JUNE 6, 2019
Regulations and compliance requirements, especially around pricing, risk selection, etc., Beyond that, we recommend setting up the appropriate data management and engineering framework including infrastructure, harmonization, governance, toolset strategy, automation, and operating model. In addition, the traditional challenges remain.
Domino Data Lab
JANUARY 24, 2019
In 2018 we saw the “data science platform” market rapidly crystallize into three distinct product segments. These solutions help data analysts build models by automating tasks in data science, including training models, selecting algorithms, and creating features. Reflections. Jupyter) or IDEs (e.g.,
Cloudera
AUGUST 2, 2018
Leading insurers are underwriting policies with lower risks. Data teams in these insurance firms are leading the charge in rebuilding entire business models around data and analytics. When good stuff happens in the background, and we take it for granted, we know the technology behind the scenes is working.
Occam's Razor
JUNE 4, 2018
It is 2018—why are there still light gray below-the-fold add to cart buttons? Not easy, but your business model has to change to survive.). Not wanting to risk it, I click on the Find in Store link you see at the bottom of the page. Still, I’m heartbroken that some the simplest elements of ecommerce stink so much.
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