MLOps Conference

MLOps Conference

On DataOps, productionizing ML models, and running experiments at scale.

Srinivasa Rao Aravilli


MLOps patterns to address Machine Learning Models deterioration in production

Submitted Jul 7, 2021

In this talk, I will present
- Typical Life cycle of ML Models
- Discuss about an use case ( Defects Detection in software source code) using ML/DL
- Patterns used in non-production deployment of ML/DL Models before deploying models in production
- Tools used to measure and monitor ML models performance/accuracy in production and non-production
- Patterns used to address ML Models deterioration


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