The overall job market in the U.S. has recovered from the depths of the pandemic. In the area of “machine learning”, demand for MLOps talent appears to be growing rapidly. This could be an early indicator that machine learning and AI initiatives are beginning to graduate from R&D projects and prototypes, into production systems:

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- FREE Reports: 2021 NLP Survey Results and the Data Engineering Survey Results.
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- Top Places to Work for Data Scientists
- Model Monitoring Enables Robust Machine Learning Applications
- MLOps Anti-Patterns
- Deploying Machine Learning Models Safely and Systematically
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