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Responsibly Deploy AI in Production with Anupam Datta

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Manage episode 308340010 series 1433944
Indhold leveret af Machine Learning Archives - Software Engineering Daily. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Machine Learning Archives - Software Engineering Daily eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.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: [email protected]

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

  continue reading

176 episoder

Artwork
iconDel
 
Manage episode 308340010 series 1433944
Indhold leveret af Machine Learning Archives - Software Engineering Daily. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af Machine Learning Archives - Software Engineering Daily eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.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: [email protected]

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

  continue reading

176 episoder

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