Pranay Kolipara

Machine Learning Engineer @Dermanuture

Bristol, PA, US

Designed and deployed patient readmission models, improving accuracy by 18% with Python, TensorFlow & Scikit-learn.• Automated ETL workflows with Airflow & PySpark, cutting manual prep time by 35%.• Built real-time data pipelines using Kafka & AWS Kinesis for low-latency clinical data ingestion.• Applied NLP with Transformers, achieving 92% precision in clinical entity recognition.• Deployed models on AWS SageMaker with CI/CD (GitHub Actions, Docker, ECR), reducing release cycles by 25%.• Accelerated large-scale training on GPU clusters (TensorFlow Distributed, AWS EC2 G4), cutting time by 40%.• Developed Tableau & Power BI dashboards for 200+ clinicians, improving decision-making.• Integrated FHIR & HL7 APIs to ensure EMR system interoperability.• Set up ML monitoring with MLflow & CloudWatch, sustaining >90% production accuracy.• Delivered two production ML solutions in under 6 months with cross-functional collaboration.• Secured workloads with AWS IAM, KMS & HIPAA compliance.• Optimized data warehousing & analytics with Amazon S3 & Redshift, improving query performance.