Sathvik Reddy Musku
Machine Learning Engineer @ Accenture | Retrieval-Augmented Generation (RAG) & Agentic AI | LangChain, LangGraph, LLMs | End-to-End ML & Cloud Deployment
- Role
- Machine Learning Engineer at Response Informatics
- Location
- Baltimore, MD, US
- LinkedIn followers
- 500 followers
About Sathvik Reddy Musku
Machine Learning Engineer with 3+ years of experience designing and deploying AI-driven…
Experience
Machine Learning Engineer
May 2024 — Present · CO, US
Engineered a robust ML pipeline using Python, Pandas, and NumPy to preprocess and transform over 500K+ patient EHR records, incorporating structured data (vitals, labs, diagnosis codes) and unstructured notes via TF-IDF/NLP (NLTK) for better feature representation.* Developed, trained, and compared multiple supervised learning models including Random Forest, and Logistic Regression using Scikit-learn, optimizing performance through Grid Search, Bayesian Optimization, and cross-validation, achieving 87% ROC-AUC and 20% F1 improvement.* Addressed class imbalance with SMOTE and monitored model drift using Evidently AI, while integratingBayesian hyperparameter tuning to further reduce overfitting in deployment environments.* Deployed the production-ready model using Flask APIs containerized via Docker, with orchestration through Kubernetes and hosted on Lambda, ensuring scalability and fault tolerance.Integrated insights with business intelligence tools like Tableau to provide dynamic dashboards for clinicians, displaying risk scores, predictive factors, and discharge planning triggers.* Integrated clinical and patient data pipelines using MongoDB to manage semi-structured records (e.g,discharge notes, prescriptions), supporting dynamic model inputs and flexible schema management.* The solution contributed to a 20% reduction in 30-day readmissions, improved hospital CMS compliance scores, and delivered over $2.5M annual savings, aligning with the client\'s digital health transformation goals under Agile Scrum delivery.
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