Vesselin Grantcharov
@ves
PhD student and Machine Learning Engineer
What I'm looking for
I have worked in machine learning and data teams for over 5 years, and have spent the recent couple years working on applying LLMs. I am currently a PhD student, with research focusing on ML applied to Material Science.
Experience
Work history, roles, and key accomplishments
Lead Machine Learning Engineer
Fitch Ratings
Sep 2022 - Present (2 years 10 months)
Led the implementation of a Retrieval Augmented Generation (RAG) application with a chatbot interface, enabling clients to efficiently gather information from Fitch's extensive corporate research corpus. Focused on retrieval/search performance tuning through LLM-based query transformations and oversaw the development of model evaluations, data chunking, and ingestion.
Data Architect and Research Engineer
Jain Family Institute
Dec 2020 - Present (4 years 7 months)
Established data storage and a query engine using Deltalake/Spark, and set up a scalable architecture for researchers to manage compute instances for econometric analyses. Managed data engineering and provided support for data scientists on the Higher Education Finance project, leading to published research.
Machine Learning Engineer
Lifion by ADP
Apr 2020 - Present (5 years 3 months)
Designed a Learning to Rank model to enhance search functionality by incorporating user context, such as view history, beyond pure query-document similarity. Tested and implemented a predictive caching model to reduce end-user perceived latency by pre-loading anticipated data.
Data Scientist
Georgia Pacific
Jun 2019 - Present (6 years 1 month)
Contributed to a quality optimization initiative by developing an LSTM-based model to predict plywood sheet 'grade' after the drying process. This model utilized time series data of dryer temperatures and assembly line velocity.
Linear Algebra TA
Georgia Tech
Sep 2016 - Present (8 years 10 months)
Served as a Teaching Assistant for Linear Algebra, providing support and guidance to students. Assisted with problem-solving and concept clarification.
Education
Degrees, certifications, and relevant coursework
University of New Mexico
PhD, Nanoscience and Microsystems Engineering
Currently pursuing a PhD in Nanoscience and Microsystems Engineering. This program focuses on advanced research in nanoscale and microscale systems.
Georgia Institute of Technology
BSc, Discrete Mathematics
Activities and societies: Undergraduate research with Ernest Croot in additive and algebraic combinatorics, focusing on the Cap Set problem. Developed software to represent, validate, and construct cap sets using graph search algorithms.
Completed a Bachelor of Science in Discrete Mathematics with a minor in Computer Science, specializing in Intelligence. The curriculum covered foundational concepts in mathematics and computer science.
Availability
Location
Authorized to work in
Job categories
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