Generative AI & Machine Learning
- Gen AI Application: At NPIC, applied Generative AI to conduct deep analysis of customer reviews. This project involved the entire pipeline, from web scraping and data cleaning to using an LLM for data extraction.
- LLMs, Agents: At Adonis, designed and built an Chatbot using a RAG system to auto reponse potential customers questions.
- Full ML Lifecycle: At Adonis Auto Group, you managed the full lifecycle of model development, from creating data pipelines and training models to deploying them in a production environment. This experience is complemented by your Master’s in Computer Science with a Machine Learning specialization from Georgia Tech.
MLOps & DevOps
Proficient in modern DevOps practices for automating and managing the deployment of machine learning systems.
- CI/CD Pipelines: Built a CI/CD pipeline using GitHub Actions, Terraform, and AWS to deploy AI/ML models into production.
- Infrastructure as Code (IaC): Used Terraform to build a data pipeline, integrating AWS services like Secret Manager, ECR, Beanstalk, and Lambda.
- Containerization & Deployment: Skills in Docker and Flask are essential for containerizing and serving the models I have deployed.
Data Analysis & Visualization
Strong track record of translating complex data into actionable business insights using various tools and techniques.
- Dashboarding: Have extensive experience creating dashboards with Tableau at PACCAR and Power BI at both NPIC and Kingfa. Your Tableau Desktop Specialist certification further validates this skill.
- Statistical Analysis & A/B Testing: Conducted A/B testing at Adonis Auto Group and used statistical analysis at Kingfa to improve product quality.
- Advanced Analytics: My background includes using techniques like Survival Analysis and Causal Inference to inform business strategies.
Programming & Databases
- Python: Used Python across multiple roles for automation at NPIC , data analysis at Kingfa, and machine learning development throughout my recent career.
- SQL & Databases: Have hands-on experience with relational databases like MySQL at Kingfa and NPIC. I have also worked with cloud data warehouses like Azure Synapse and list Snowflake as a skill. I also have experience with Vector Databases, likely for my Gen AI work.
- Web Development: Built a web application at NPIC from scratch using PHP, MySQL, and Apache, demonstrating a solid understanding of web server technologies.