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Responsibly Deploy AI in Production with Anupam Datta

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Contenuto fornito da Machine Learning Archives - Software Engineering Daily. Tutti i contenuti dei podcast, inclusi episodi, grafica e descrizioni dei podcast, vengono caricati e forniti direttamente da Machine Learning Archives - Software Engineering Daily o dal partner della piattaforma podcast. Se ritieni che qualcuno stia utilizzando la tua opera protetta da copyright senza la tua autorizzazione, puoi seguire la procedura descritta qui https://it.player.fm/legal.

Once a machine learning model is trained and validated, it often feels like a major milestone has been achieved. In reality, it’s more like the first lap in a relay race. Deploying ML to production bears many similarities to a typical software release process, but brings several novel challenges like failing to generalize as expected or model drift.

AI Quality management is the biggest challenge in AI today. In this episode, I interview Anupam Datta, the co-founder at TruEra. TruEra has a solution aimed at helping with AI performance, monitoring, and model explainability. We talk about some of the challenges of modern machine learning deployment in production and how companies are succeeding with ML Ops.

Sponsorship inquiries: sponsor@softwareengineeringdaily.com

The post Responsibly Deploy AI in Production with Anupam Datta appeared first on Software Engineering Daily.

  continue reading

176 episodi

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iconCondividi
 
Manage episode 308340010 series 1433944
Contenuto fornito da Machine Learning Archives - Software Engineering Daily. Tutti i contenuti dei podcast, inclusi episodi, grafica e descrizioni dei podcast, vengono caricati e forniti direttamente da Machine Learning Archives - Software Engineering Daily o dal partner della piattaforma podcast. Se ritieni che qualcuno stia utilizzando la tua opera protetta da copyright senza la tua autorizzazione, puoi seguire la procedura descritta qui https://it.player.fm/legal.

Once a machine learning model is trained and validated, it often feels like a major milestone has been achieved. In reality, it’s more like the first lap in a relay race. Deploying ML to production bears many similarities to a typical software release process, but brings several novel challenges like failing to generalize as expected or model drift.

AI Quality management is the biggest challenge in AI today. In this episode, I interview Anupam Datta, the co-founder at TruEra. TruEra has a solution aimed at helping with AI performance, monitoring, and model explainability. We talk about some of the challenges of modern machine learning deployment in production and how companies are succeeding with ML Ops.

Sponsorship inquiries: sponsor@softwareengineeringdaily.com

The post Responsibly Deploy AI in Production with Anupam Datta appeared first on Software Engineering Daily.

  continue reading

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