San Kim

The Used Car Data Analysis project involved leveraging Python programming and data analysis libraries to explore and draw insights from a dataset of second-hand cars. This independent project aimed to enhance my skills in data preprocessing, analysis, and visualization, providing practical experience in extracting meaningful information from large datasets.

• Data preprocessing, cleaning, and feature engineering
• Utilizing Python libraries (Pandas, NumPy, Seaborn, Matplotlib) for data analysis
• Conducting correlation analysis to derive valuable insights
• Visualization of data patterns and trends

• Programming Language: Python
• Libraries: Pandas, NumPy, Seaborn, Matplotlib

• Successfully preprocessed and analyzed a diverse dataset of used cars.
• Extracted insights into the correlation between different features and their impact on pricing.
• Strengthened proficiency in Python for data analysis and visualization.

This project aimed to construct a machine learning model predicting the likelihood of heart disease using medical data. Conducted as part of a university machine learning project, it provided valuable experience in handling medical data and developing predictive models in the healthcare domain.

• Data preprocessing and feature selection
• Implementation of machine learning algorithms and model training
• Performance evaluation and model improvement

• Programming Language: Matlab
• Data Processing and Analysis Library: Utilized Matlab's built-in functions and tools.

• The machine learning model using medical data demonstrated accurate predictions, earning the project the distinction of being selected as the best.
• Strengthened machine learning capabilities through experience in handling medical data and developing predictive models in the healthcare domain.

Through this project, a deeper understanding of the intricacies of medical data and enhanced proficiency in implementing machine learning models were successfully achieved.

• Used 3D CAD software to present concepts for new product lines.
• Developed product and model prototypes.
• Created stunning visualizations using systems such as CAD, CAN and CAM.