Portfolio
Updated: 04/20/2025
🤖 Computer Vision
Vehicle Detection with CNN
A series of notebooks to dive deep into popular datasets for object detection on kaggle datasets.
- Notebook 4: Train Vehicle Detection on Vehicle Images dataset to detect Vehicle or Non-Vehicle.
🎼 Natural Language Processing
SMS Spam Detection with LSTM
- Notebook 3: Train Vehicle Detection on Vehicle Images dataset to detect Vehicle or Non-Vehicle.
📈 Data Science
Customer Personality Analysis & Clustering
After i preprocessed a dataset of Customer Analysis and built machine learning models to predict cluster which the customer belongs to. I built an interactive user interface with flask and html.
Medical Price Predcition
I performed exploratory data analysis (EDA) to identify important variables, handled missing values and outliers, and applied feature engineering. I then used machine learning models to predict insurance costs based on factors such as age, sex, BMI, children, smoking status, and region.
Bank Churn Prediction with SVM and Random Forest
In this project, I will perform comprehensive exploratory data analysis (EDA) on the bank churn dataset, followed by data transformation using feature selection techniques. I will then build and train a machine learning model, specifically a Support Vector Machine (SVM), to predict whether a customer will churn based on various features.
