Aakanksha Patil
Senior Data Scientist at Delta Air Lines
- Role
- Data Scientist at Delta Air Lines
- Location
- Atlanta, GA, US
- LinkedIn followers
- 500 followers
About Aakanksha Patil
Hi LinkedIn community! I have a background in Data Science from University…
Experience
Data Scientist
Jan 2023 — Present · Atlanta, GA, US
Developed and tested evaluation tasks to compare general-purpose language models to domain-adapted large language models (LLMs) using an aircraft-specific corpus- Designed and implemented classification tasks for Corrosion Prevention and Control Program (CPCP) and Service Difficulty Report (SDR) classifications, leveraging domain-adapted models to improve accuracy and relevance- Worked on training a Named Entity Recognition (NER) model to extract references for various aircraft-related entities, such as manuals and workcards, enabling efficient log page recommendation searches- Built a Named Entity Recognition task on Prodigy, leveraging regex for pre-annotation and labeling different aircraft manuals to enhance maintenance efficiency- Productionalized the NER model by creating a batch transform job on AWS for scalable implementation- Evaluated and validated Air Transport Association (ATA) code classification models to automatically label defect-related text with associated ATA codes- Validated Aircraft Out of Service (AOS) labels to ensure accurate categorization and comprehensive information capture of aircraft status.
Education
KLE Technological University - Hubballi (India)
Bachelor's degree, Electronics and Communications Engineering
University of Rochester
Master of Science - MS, Data Science
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