Our 7-Step Pipeline

Click on any step below to see exactly what we did.

Step 1 EDA

Exploratory Data Analysis

Step 2 Engineering

Feature Engineering

Step 3 Selection

Feature Selection

Step 4 Balancing

Data Balancing (SMOTE)

Step 5 Scaling

Feature Scaling

Step 6 Training

Model Training (Random Forest)

Step 6B Tuning

Hyperparameter Tuning

Step 7 Deployment

Production Ready (Vercel)

Technology Stack

We utilized a robust stack of Python libraries and cloud infrastructure to build this end-to-end solution.

Python 3.9+ Flask Scikit-Learn Pandas NumPy SMOTE Vercel HTML5/CSS3