3+ years of experience building production machine learning systems
Proficiency in Python programming
Proficiency in at least one compiled language like C, C++, Objective-C, Swift, Go, Java, Kotlin, C#, or Rust
MS in Computer Science or equivalent practical experience
Experience working with ML pipelines and large datasets in production environments
Experience with at least one ML framework like JAX, Keras, TensorFlow, Pytorch; XGBoost, LightGBM; or Scikit-learn
Experience in resource constrained computing (e.g., embedded systems or mobile development)
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