Projects
Checkout my GitHub for coding projects
IMDB Movie Review Sentiment Analysis
Skills: Python, Data Visualization(Matplotlib), Machine Learning (Tensorflow, Keras)
Code (Jupyter Notebook)
A nlp project analyzing audiences’ sentiment on new movies.
Classify New Stars – Project for a Grad Level Course at UWaterloo
Skills: R, Research, EDA, Variable Selection, Machine Learning, Deep Learning
Report (See code in Appendix), PowerPoint
Photography has always been one of my passions. For our project for STAT 441 Statistical Learning – Classification, we brought our passion for photography together with statistics and used NASA’s astrophotography data to classify new stellar observations.
Data Science Projects for Bristol Gate Capital
Skills: Python (Numpy, Pandas, JIT, Matplotlib, Dash, Streamlit, Flask), SQL (MS SQL Server), Research, Data Verification, Data Analysis, Data Manipulation, Data Visualization
Presentation, Code (available upon request)
Check out the summary presentation of my four projects at Bristolgate Capital!
Project for a 3rd Year Statistics Course at UWaterloo
Skills: R, R Markdown, Research, EDA, Model Selection
Report (See appendix for code)
This is our statistics project for a third year major statistics course on applied linear models.
Data Analysis for 180 Degrees Consulting
Skills: Python, Experiment Design, Data Collection, Data Analysis, Presentation, Oral Communication
As an executive of 180 Degrees Consulting, I analyzed and visualized KPIs, collected member feedback and HR data, performed statistical analysis, visualized results and presented them to the rest of the executives team.
Shoe Shop Challenge
Skills: Python, SQL, Data Analysis, Critical Thinking
Code (Jupyter Notebook)
Applied SQL and Python in real-world cases on a shoe shop with data provided by Shopify. Check out the project.
Statistics and Data Blog Posts
Skills: R, R Markdown, Latex, Data Analysis
Here’s some short data projects and notes that I’ve done using R and R Markdown.
Data Projects
- Math Standardized Score of California Students
- Skewness for Median and Mean
- Gr 5 School Test Scores
Blog Posts
- Bootstrap-t Confidence Interval
- Anatomy of Significance Test
- Influence
- Sample
C++ and Object Oriented Programming
Skills: C++, Git, Presentation, Oral Communication
Videos, PowerPoints and Code samples (available upon request)
As the Instructional Support Assistant at the University of Waterloo, I hosted 8 tutorials for 2nd year and 3rd year computer science student. I’ve uploaded them on Youtube after the course ended!