ML Architect

2 days ago

Pune, Maharashtra, India Zensar Technologies Full time

MLOps / ML Architect –Location : Bangalore/Hyderabad/PuneNotice Period: Immediate / 20 DaysWork mode: Hybrid14 – 16 years of total experience, 3 – 5 years of relevant experience on Sagemaker AIHands on experience of the following –Structure a ML system (batch, real-time, or LLM) as modular ML pipelines that can be independently developed, tested, and operatedEnsure the consistency of feature data between offline training and online operationsGovern data in a feature store and promote collaboration between teams with a feature storeImplement MLOps principles of automated testing, versioning, and monitoring of features and models.The modeling skills required for ML:How to train ML models from (time-series) tabular data in a feature storeHow to personalize LLMs using fine-tuning and RAGHow to validate models using evaluation data from a feature storeIdentify and develop reusable model-independent featuresIdentify and develop model-dependent featuresIdentify and develop on-demand (real-time) featuresvalidate feature data, test feature functions and test ML pipelinesSchedule feature pipelines and batch inference pipelinesDeploy real-time models, connected to a feature storeLog and monitor features and models with a feature storeDevelop user-interfaces to ML systems

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