Sumit Sanyal

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artificial intelligence deep learning neural networks high performance computing semiconductor manufacturing wind energy reinforcement learning renewable energy automotive software development ai solutions semiconductor manufacturing optimization scheduling machine learning data analytics cloud-based platform operational kpis smart manufacturing flexible ai engine workflow enhancement process optimization real-time data analysis multi-agent reinforcement learning dynamic scheduling production metrics fab operations performance improvement yield enhancement cycle time reduction resource allocation data-driven decision making manufacturing efficiency ai-driven insights process control automation labor efficiency predictive analytics scalability performance metrics operational excellence industry collaboration supply chain management quality control deep reinforcement learning simulation technical publications competitive advantage fabrication technology advanced algorithms business transformation innovative strategies machine learning models cloud computing data processing software engineering information technology & services mechanical or industrial engineering clean energy & technology environmental services renewables & environment semiconductors hardware enterprise software enterprises computer software b2b logistics & supply chain