Sourav Yadav

Orion Innovation Inc · Remote

• Led the design and implementation of decentralized ML frameworks for healthcare applications, focusing on privacy-preserving techniques.
• Developed and optimized classical machine learning models to predict patient outcomes using regression and tree-based approaches.
• Implemented deep learning models using TensorFlow for medical image analysis, achieving high accuracy in diagnostics.
• Collaborated with cross-functional teams to integrate ML solutions into production systems using REST APIs.
• Conducted research on federated learning algorithms, publishing findings in industry conferences.
• Utilized Kubernetes for scalable ML pipeline deployments, ensuring efficient resource management.
• Mentored junior data scientists on best practices in deep learning and decentralized optimization techniques.

Health Solutions Research Inc · Chicago, IL

• Developed federated learning models to train ML systems across sensitive healthcare data while ensuring patient privacy.
• Implemented secure aggregation and differential privacy strategies to enhance data security in ML applications.
• Engineered and fine-tuned deep learning models using PyTorch for clinical data prediction and anomaly detection.
• Designed scalable ML pipelines utilizing distributed systems like Spark, improving data processing times significantly.
• Collaborated with healthcare professionals to ensure model relevance and clinical validity.
• Researched the integration of Large Language Models into healthcare systems for patient interaction and decision support.
• Published results of innovative research in decentralized learning at leading AI conferences.

Spring ML Inc · Chicago, IL

• Developed ML models for various clients, focusing on optimization and performance tuning.
• Built deep learning applications for real-time data processing using Python and TensorFlow.
• Participated in the design of data pipelines to streamline data collection and processing.
• Contributed to the deployment of ML models in cloud environments for scalability and reliability.
• Provided training sessions for team members on advanced ML concepts and tools.

Wipro Technologies · Bengaluru, India

• Developed predictive models for clients in healthcare and finance, improving operational efficiency.
• Implemented machine learning algorithms for data analysis and predictive modeling, resulting in actionable insights.
• Collaborated with cross-functional teams to integrate ML solutions into client systems.
• Deployed and managed ML models on AWS.
• Conducted training on machine learning techniques for junior staff.

Wipro Technologies · Bengaluru, India

• Performed data cleaning and preprocessing to prepare datasets for machine learning applications.
• Developed dashboards and reports to provide insights into data trends and patterns.
• Assisted in developing ML models through data analysis and feature engineering support.
• Worked with SQL and Python to manipulate large datasets effectively.
• Presented findings to management, contributing to data-driven decision-making.