• Developed and deployed a model classifying a patient’s injury as work-related or not based on electronic health recordso Improved accuracy by 15% from the previous modelo Enables faster treatment authorization for patients and reduced medical insurance costs for employers• Used Azure OpenAI to extract features for the classification models from unstructured electronic health records• Configured a PostgreSQL database to store client and case status information• Refined… Show more • Developed and deployed a model classifying a patient’s injury as work-related or not based on electronic health recordso Improved accuracy by 15% from the previous modelo Enables faster treatment authorization for patients and reduced medical insurance costs for employers• Used Azure OpenAI to extract features for the classification models from unstructured electronic health records• Configured a PostgreSQL database to store client and case status information• Refined prompts improving accuracy and consistency for the explanation of multiple classification model predictions• Developed an end-to-end ML pipeline for the three classification models currently in use Show less

• Further developed a model classifying patients with or without maximum medical improvement based on electronic health records• Designed prompts for LLMs and handled long documents using the LangChain Framework• Treatment Extraction o Created a method to extract desired treatments from an electronic health record with 98% accuracy• Synthetic Data Generation o Generated synthetic electronic health records supplementing existing dataset using LLMs and text… Show more • Further developed a model classifying patients with or without maximum medical improvement based on electronic health records• Designed prompts for LLMs and handled long documents using the LangChain Framework• Treatment Extraction o Created a method to extract desired treatments from an electronic health record with 98% accuracy• Synthetic Data Generation o Generated synthetic electronic health records supplementing existing dataset using LLMs and text augmentation• Feature Engineering o Discovered four general topics added to the model as features: Pre-existing conditions, MRI report, X-Ray report, Range of motion details o Successfully extracted these features using LLMs from electronic health records, improving model accuracy Show less

• Qualified new lots of infectious disease diagnostic kits using PCR, ELISA, and Rapid assays • Ensured product quality throughout product lifetime using PCR, ELISA, and Rapid assay analysis• Collaborated with various teams to troubleshoot lots that failed QC testing• Guaranteed GMP regulations were followed throughout all aspects of product development• Fulfilled government contract by qualifying ten million COVID-19 rapid tests• Trained new team members on responsibilities… Show more • Qualified new lots of infectious disease diagnostic kits using PCR, ELISA, and Rapid assays • Ensured product quality throughout product lifetime using PCR, ELISA, and Rapid assay analysis• Collaborated with various teams to troubleshoot lots that failed QC testing• Guaranteed GMP regulations were followed throughout all aspects of product development• Fulfilled government contract by qualifying ten million COVID-19 rapid tests• Trained new team members on responsibilities and expectations Show less

• Administered COVID-19 test to study participants• Greeted and checked in study participants for COVID-19 tests• Securely stored and transported COVID-19 samples

• Marketed products to customers to enhance sales• Managed cash register and point of sale• Facilitated a weekly Pokémon TCG league for 30-40 children• Received and restocked inventory

• Prepared and shipped orders for the 60,000 convention attendees with speed and precision• Administrative tasks