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Managing risk in machine learning

O'Reilly on Data

As the data community begins to deploy more machine learning (ML) models, I wanted to review some important considerations. We recently conducted a survey which garnered more than 11,000 respondents—our main goal was to ascertain how enterprises were using machine learning. Let’s begin by looking at the state of adoption.

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Managing machine learning in the enterprise: Lessons from banking and health care

O'Reilly on Data

As companies use machine learning (ML) and AI technologies across a broader suite of products and services, it’s clear that new tools, best practices, and new organizational structures will be needed. Machine learning developers are beginning to look at an even broader set of risk factors. Sources of model risk.

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Meta-Learning For Better Machine Learning

Rocket-Powered Data Science

So, you start by assuming a value for k and making random assumptions about the cluster means, and then iterate until you find the optimal set of clusters, based upon some evaluation metric. The above example (clustering) is taken from unsupervised machine learning (where there are no labels on the training data).

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Dulling the impact of AI-fueled cyber threats with AI

CIO Business Intelligence

Businesses will need to invest in hardware and infrastructure that are optimized for AI and this may incur significant costs. Contextualizing patterns and identifying potential threats can minimize alert fatigue and optimize the use of resources.

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Machine Learning Helps Social Media Marketers Earn Higher ROIs

Smart Data Collective

We have talked extensively about some of the changes machine learning has introduced to the marketing profession. According to one analysis, companies that used machine learning in their marketing strategies boosted sales by up to 50%. How Can Machine Learning Boost Your Social Media Marketing ROI?

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An Important Guide To Unsupervised Machine Learning

Smart Data Collective

Machines, artificial intelligence (AI), and unsupervised learning are reshaping the way businesses vie for a place under the sun. With that being said, let’s have a closer look at how unsupervised machine learning is omnipresent in all industries. What Is Unsupervised Machine Learning? Source ].

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The Fascinating Benefits of Machine Learning for Web Hosting Monetization

Smart Data Collective

If you’re eager to monetize the web hosting services you offer to third party site owners, or you have a selection of self-hosted sites which you are eager to wring more cash out of, then machine learning could be the answer. This is where machine learning from top developers comes into play.