About Me
Hi there! 👋 I'm Steven Tran.
I'm a young, enthusiastic data professional living and working in sunny Phoenix, Arizona 🌞. I have approximately 5 years of professional data analytics exerience, with 3 of those being in the realm of predictive analytics and machine learning in the taxation domain.
Professional Experience
Senior Analytic Consultant
Voyatek
01/22 - Present
- Used SQL, Python, Hive and Spark to engineer data pipelines, create analytic datasets, and implement and evaluate machine learning models.
- Led clients through the Cross-Industry Standard Process for Data Mining (CRISP-DM) lifecycle.
- Trained client and internal modelers to use adopted tools and methodologies.
- Wrote documentation for processes and procedures.
Economist
- Automated data entry and validation using Excel, Access, and VBA, reducing process times by up to 80%.
- Developed JavaScript and VBA scripts to scrape legislative data, and used T-SQL and SSRS to build business reports and dashboards.
Auditor
- Analyzed financial and performance data of public school districts using Excel and Access.
- Conducted inspections and interviews resulting in comprehensive audit findings.
Projects
Here are some of my recent projects!
Identifying Nutrient Deficiencies in Satellite Farmland Imagery
- Trained a U-Net Convolutional Neural Network on 1,300 aerial crop images to classify nutrient deficiencies.
- Implemented a custom loss function for optimized model performance.
- Utilized Python, NumPy, Pandas, Matplotlib, TensorFlow, and Keras.
Reddit Post Classification
- Collected over 10,000 Reddit posts using the Pushshift API.
- Achieved 80% classification accuracy using term-frequency-inverse-document-frequency vectorization and various classification models.
- Utilized Python, NumPy, Pandas, ScikitLearn, Matplotlib, Seaborn, and NLTK.
Ames, Iowa Housing Price Prediction
- Used multivariate linear regression to predict housing prices with an average error of $25k.
- Utilized Python, NumPy, Pandas, ScikitLearn, Matplotlib, and Seaborn.
Education
- Economics, Bachelor of Science | Arizona State University, Tempe Arizona
- Communication, Bachelor of Science | Arizona State University, Tempe Arizona
Recent Blog Posts
Check out my latest (random) thoughts and musings. [All blog posts]
Reflections on my progress so far
November 17, 2024