Data Science Project that awarded me with a certificate - Datacamp's Data Scientist Associate
This is a fictional dataset and problem. The university started offering online courses to reach a wider range of students. The university wanted me to help them understand enrollment trends. I helped them to identify what contributes to higher enrollment. In particular, whether the course type (online or classroom) is a factor.
- Data Management: Pandas, NumPy, OneHotEncoder
- Exploratory Analysis
- Statistical Experimentation: sklearn - ColumnTransformer, GridSearchCV
- Modeling: sklearn - LinearRegression, RandomForestRegressor
- Communication and Visualization: Seaborn, Matplotlib