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Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

In this article we cover explainability for black-box models and show how to use different methods from the Skater framework to provide insights into the inner workings of a simple credit scoring neural network model. The interest in interpretation of machine learning has been rapidly accelerating in the last decade.

Modeling 139
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Build and manage your modern data stack using dbt and AWS Glue through dbt-glue, the new “trusted” dbt adapter

AWS Big Data

The team uses dbt-glue to build a transformed gold model optimized for business intelligence (BI). The gold model joins the technical logs with billing data and organizes the metrics per business unit. The gold model uses Iceberg’s ability to support data warehouse-style modeling needed for performant BI analytics in a data lake.

Data Lake 103
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Enterprise Data Science Workflows with AMPs and Streamlit

Cloudera

Fitting Prophet models with complex seasonalities for electricity demand forecasting. The entirely custom front-end to one of our prototype applications with a probabilistic model of NPC real estate. There are many uses for interactive applications in the machine learning development lifecycle.

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Chipotle’s recipe for digital transformation: Cloud plus AI

CIO Business Intelligence

Chipotle IT’s secret sauce Garner credits Chipotle’s wholly owned business model for enabling him to deploy advanced technologies such as the cloud, analytics, data lake, and AI uniformly to all restaurants because they are all based on the same digital backbone. Chipotle’s digital business in 2022 was $3.5

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Industry clouds give CIOs on-ramp to gen AI

CIO Business Intelligence

For RBC, they’re utilizing key capabilities like client interaction, information and data management, and Slack alongside as a communication platform that facilitates collaboration and information sharing within RBC Wealth and externally with clients,” says David Mario Smith, founder and principal analyst of Inflow Analysis.

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Powering the future: The synergy of IBM and AWS partnership

IBM Big Data Hub

We are in the midst of an AI revolution where organizations are seeking to leverage data for business transformation and harness generative AI and foundation models to boost productivity, innovate, enhance customer experiences, and gain a competitive edge. Netezza SaaS: Transitioning to the cloud has never been easier.

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InfoTribes, Reality Brokers

O'Reilly on Data

Before the advent of broadcast media and mass culture, individuals’ mental models of the world were generated locally, along with their sense of reality and what they considered ground truth. Online spaces are novel forms of community: people who haven’t met and may never meet in real life interacting in cyberspace.