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Why you should care about debugging machine learning models

O'Reilly Media - Data

For all the excitement about machine learning (ML), there are serious impediments to its widespread adoption. There are several known attacks against machine learning models that can lead to altered, harmful model outcomes or to exposure of sensitive training data. [8] 2] The Security of Machine Learning. [3]

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Extra Crunch roundup: Tonal EC-1, Deliveroo’s rocky IPO, is Substack really worth $650M?

TechCrunch

By any measure, it is poised for success — sales increased 800% between December 2019 and 2020, and by the end of this year, the company will have 60 retail locations. 5 machine learning essentials nontechnical leaders need to understand. 5 machine learning essentials nontechnical leaders need to understand.

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Weekly Update 5-13-2019

Linux Academy

AIOPS Essentials (Autoscaling Kubernetes with Prometheus Metrics) provides students with a course that goes through the fundamental concepts for AIOps, and dips into machine learning and AI usage with scaling in Kubernetes. The post Weekly Update 5-13-2019 appeared first on Linux Academy Blog.

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Machine Learning at scale: first impressions of Kubeflow

OpenCredo

Machine learning has great potential for many businesses, but the path from a Data Scientist creating an amazing algorithm on their laptop, to that code running and adding value in production, can be arduous. Here are two typical machine learning workflows. Monitoring. Does it only do so at weekends, or near Christmas?

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ML Platform Meetup: Infra for Contextual Bandits and Reinforcement Learning

Netflix Tech

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? theme of the ML Platform meetup hosted at Netflix, Los Gatos on Sep 12, 2019. They enable rapid learning and better decision-making for product rollouts. they were able to reframe the problem as a straight-forward black-box optimization problem.

Metrics 50
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ML Platform Meetup: Infra for Contextual Bandits and Reinforcement Learning

Netflix Tech

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? theme of the ML Platform meetup hosted at Netflix, Los Gatos on Sep 12, 2019. They enable rapid learning and better decision-making for product rollouts. they were able to reframe the problem as a straight-forward black-box optimization problem.

Metrics 40
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Coho AI, which uses AI to help B2B SaaS companies boost revenue, raises $8.5M

TechCrunch

In a 2019 survey , NewVantage partners found that the percentage of firms identifying themselves as being data-driven declined in each of the past three years, with over half admitting that they’re not competing on data and analytics. . .

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