Aayush Neupane
Machine Learning Engineer, Smart Data Solutions
About me
I am a Machine Learning Engineer working remotely with Smart Data Solutions, a company based in Eagan, MN, focusing on AI-driven solutions for extracting information from healthcare documents like medical records and insurance claims. With a background as a Backend Engineer, I have extensive experience in building scalable APIs. I am dedicated to creating software that delivers meaningful value to its users.
As a curious and hardworking individual, I constantly seek opportunities to learn and grow, diving deep into complex problems and exploring innovative solutions. My collaborative nature makes me a strong team player who thrives in dynamic environments, fostering open communication and working closely with colleagues to achieve shared goals. Recently, I led the development and launch of EaseAnnotate, a project selected for the Microsoft for Startups program, which received funding and recognition from Microsoft. My passion lies in solving complex problems and building impactful software that drives real-world improvements
- Machine Learning
- Security and Privacy
- NLP, Programming languages, Software systems, Theory of computation
Experience
- Worked on information extraction from healthcare-related documents, including insurance claims and medical records. Performed data collection, cleaning, and model training for information extraction.
- Developed an intelligent medical record processing system to extract important information from medical records using models like LayoutLM and Large Language Models.
- Created chatbots using Large Language Models (LLMs) for real estate and university extension centers.
- Collected, cleaned, and indexed data in a vector database for implementing RAG-based framework, using tools like Scrapy, Metabase, and AWS Sagemaker.
- Developed API using FastAPI framework and implemented guardrails for chatbots.
- Developed a game bot for playing MOBA games using OpenCV.
- Worked on Django to create APIs for the bot platform.
- Worked on NLP and learned about RNNs and Transformer-based models, focusing on attention mechanisms used by Transformers.
- Developed chatbots using the RASA framework.
- Managed software events and maintained software systems including LOCUS’s website and its online certification system.
- Developed and launched the online certification system used at LOCUS.
- Managed Azure account/virtual servers for deploying LOCUS products.
- Led a 10-day fellowship program to teach over 120 students software development practices.
- Worked on web application development, web scraping, and NLP projects.
- Delivered tailored software solutions for startups and earned Top Rated status on Upwork.
- Worked on the initial phase of Clamphook, an Ed-tech startup, developing both server-side and client-side functionalities.
- Developed an admin panel for creating multiple choice questions for computer-based tests.
