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Machine Learning and the Production Gap

O'Reilly Media - Ideas

The biggest problem facing machine learning today isn’t the need for better algorithms; it isn’t the need for more computing power to train models; it isn’t even the need for more skilled practitioners. It’s getting machine learning from the researcher’s laptop to production.

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MLOps: Methods and Tools of DevOps for Machine Learning

Altexsoft

When speaking of machine learning, we typically discuss data preparation or model building. This article. outlines main concepts and potential benefits of MLOps, explains how it differs from other popular Ops frameworks, guides through key MLOps phases, and. This article. Shorter time to market of ML models.

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Hand Labeling Considered Harmful

O'Reilly Media - Ideas

We are traveling through the era of Software 2.0 , in which the key components of modern software are increasingly determined by the parameters of machine learning models, rather than hard-coded in the language of for loops and if-else statements.

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What to Do When AI Fails

O'Reilly Media - Ideas

That means that now is the time to start planning for AI incident response , or how organizations react when things go wrong with their AI systems. That means that now is the time to start planning for AI incident response , or how organizations react when things go wrong with their AI systems. Much of the U.S.

Security 144
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8 Leading Areas for Change In Risk Management/Analysis In The Coming Years

Strategy Driven

However, markets and industries are dynamic concepts. How will the risk assessment field answer to these new challenges? Managers and people in higher positions, in general, are always looking for ways to improve bottom-line operations and minimize the risks. To answer the latest challenges, risk analysis has to be active as well.

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AI Product Management After Deployment

O'Reilly Media - Ideas

Our previous articles in this series introduce our own take on AI product management , discuss the skills that AI product managers need , and detail how to bring an AI product to market. The field of AI product management continues to gain momentum. New features in an existing product often follow a similar progression.

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A Way Forward with Communal Computing

O'Reilly Media - Ideas

In previous articles, we discussed the history of communal computing and the origin of the single user model. They require a huge reorientation in how these devices are framed and designed. They require a huge reorientation in how these devices are framed and designed. They aren’t solvable by just making a quick fix.