ARTICLES

The New Landscape of Machine Learning for the New Year

The New Landscape of Machine Learning for the New Year

  Before the holiday seasons, we reached out to AIIA members and researched many of the companies outside the AIIA to build a comprehensive understanding of their capabilities.  You may recall that in the early days of AIIA we built a similar graphic but with...

How to Monitor Machine Learning Models in Production like a Pro

How to Monitor Machine Learning Models in Production like a Pro

More and more machine learning models are deployed to production every day. These models play a crucial role in deciding whether an individual will be authorized a loan they applied for, whether an intrusion detection system will detect suspicious network activity and...

Powering Up Your ML Monitoring in Production Now

Powering Up Your ML Monitoring in Production Now

Today's enterprises rely on machine learning-powered predictions to guide business strategy, such as by forecasting demand and mitigating risk. For an increasing number of businesses, machine learning (ML) underpin their core business model, like financial...

What is Data Lineage?

What is Data Lineage?

What is data lineage? At its most basic it’s the history of your data. It tells us where that data comes from, where it lives and how it’s transformed over time. As AI teams pour over data looking for patterns, or process it and massage it to get it into shape for...

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