Your AI Models Aren’t Slow, but Your Data Pipeline Might Be

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The elephant in the engineering room right now is that most AI failures aren’t about model accuracy or even the quality of your training data. Instead, many organizations aren’t getting what they want (or expect) out of AI because they’re trying to serve real-time predictions from a batch-processed data pipeline.

I’m hands-on with a lot of enterprises that have built impressive machine learning (ML) models that deliver sub-second inference times … and then feed them data that’s already hours old. The Ferrari engine has square…



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Your AI Models Aren’t Slow, but Your Data Pipeline Might Be


The elephant in the engineering room right now is that most AI failures aren’t about model accuracy or even the quality of your training data. Instead, many organizations aren’t getting what they want (or expect) out of AI because they’re trying to serve real-time predictions from a batch-processed data pipeline.

I’m hands-on with a lot of enterprises that have built impressive machine learning (ML) models that deliver sub-second inference times … and then feed them data that’s already hours old. The Ferrari engine has square…



Source link

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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