Huan Vo
Staff Data Scientist @ Proofpoint
About
I am interested in the field of data science/machine learning, with a special focus on applications of predictive analytics and deep learning to big data. I am also interested in MLOps (Machine Learning Operations) in order to build end-to-end machine learning applications. Recently, my interest extends to generative AI, especially Large Language Models (LLMs), and the process of building AI agents. I am also passionate about understanding the most recent advances in mathematics but more importantly, I am eager to make mathematics more accessible to people, as demonstrated by my various teaching jobs. I believe math can be mastered with the right environment and attitude. I also provide private tutoring, so contact me if you are interested.
Canada
Mississauga
Computer & Network Security
Project Management, Amazon Bedrock, Data Engineering, Apache Airflow, Data Modeling, Data Storage Technologies, Terraform, Computer Science, Communication, Jira, Statistics, PyTorch, LangChain, AWS SageMaker, Amazon Web Services (AWS), Software Design Patterns, Large Language Models (LLM), Generative AI, Python (Programming Language), Machine Learning
Experience

Senior Data Scientist
Waterloo, Ontario, Canada
- Leveraged Large Language Models (LLMs) to automate the suppression of false-positive cybersecurity events. - Developed a chatbot agent in Amazon Bedrock capable of utilizing various tools to assist cybersecurity engineers. - Created a real-time dashboard to trace user interactions with the chatbot for debugging and detailed analysis. - Built a chatbot agent leveraging OpenAI models to summarize URLs and generate security reports in a standardized format. - Trained and deployed a fine-tuned RoBERTa model to predict MITRE tactics associated with security events. - Developed a Python solution to fetch and consolidate data from multiple sources.

Senior Data Scientist
Toronto, Ontario, Canada
Technical Lead: - Created an NLP model to predict claim operations by stacking a fine-tuned transformer RoBERTa model and the AutoML framework MLjar. - Refactored the entire pricing modeling pipeline into a scikit-learn-compatible AutoML class with MLflow integration for experiment tracking in commercial auto insurance. - Built an automated price optimization framework for home insurance. - Developed pricing models using XGBoost and Generalized Additive Models (GAM). - Delivered onboarding presentations and mentored junior team members. - Led data preparation, modeling pipeline development, and model validation processes.

Data Scientist
Toronto, Canada Area
I was a data scientist within an Analytics team at Aviva that was responsible for building pricing models on multi-billion dollar books of business. - Created a Python prototype of a price optimization framework that could partially replicate Radar price optimization software. - Built pricing models for auto insurance, home insurance, and commercial property insurance using advanced machine learning techniques. - Constructed a territorial model for home insurance using XGBoost and model stacking.

Graduate Research And Teaching Assistant
Toronto, Canada Area
I was a course instructor for various mathematics courses at the University of Toronto. The courses I taught were MAT137, MAT237, MAT235, and MAT232, which are different versions of calculus. My duties included: - Delivered regular lectures to students. - Attended meetings with instructors to prepare tests and exams. - Designed quizzes, midterms, and final exams. - Conducted regular office hours to answer students' questions. - Invigilated and graded exams. I was also a teaching assistant for various first- and second-year mathematics courses at the University of Toronto. My past courses were MAT135, MAT223, MAT137, MAT186, MAT187, MAT188, MAT235, MAT237, and MAT334. My duties included: - Delivered regular tutorials to students. - Graded assignments and midterms. - Conducted regular office hours. - Invigilated exams.

Graduate Research And Teaching Assistant
Canada
I was a teaching assistant for various first- and second-year mathematics courses at the University of British Columbia. My duties included: - Delivered regular tutorials to students. - Graded assignments and tests. - Invigilated exams.

Project Officer
Singapore
I was working on a project with a faculty member at Nanyang Technological University. My duties included: - Surveyed relevant literature for the research project. - Attended weekly meetings with the supervisor and PhD students. - Participated in learning seminars. - Conducted tutorials for first-year mathematics courses. - Prepared a final report.
Huan Vo's Contact Information
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