---
title: Palmoil
emoji: 📚
colorFrom: pink
colorTo: indigo
sdk: gradio
sdk_version: 5.20.1
app_file: app.py
pinned: false
---

# Palm Oil Price Predictor

A machine learning application to predict palm oil prices using historical data.

## Features
- Predict future palm oil prices based on a linear regression model
- View model performance metrics (MAE, MAPE, RMSE)
- Visualize historical data and predictions
- Retrain the model with updated data

## Tech Stack
- Python
- Gradio (UI)
- Scikit-learn (ML)
- Pandas & NumPy (Data Processing)
- Hugging Face Spaces (Deployment)

## Setup
1. Ensure `palm_oil.xlsx` contains your data with 'date' and 'nilai' columns
2. Run `train_model.py` locally to generate `static/model/model.pkl`
3. Deploy to Hugging Face Spaces with Gradio SDK

## Usage
- **Predict**: From January 2025 
- **Model Insights**: View performance metrics and historical data
- **Retrain**: Update the model with the latest data

## Limitations
- Model retraining is temporary (resets on Space restart)
- Assumes linear relationship in data

Developed by [Ihsan Andrinal] | [https://www.linkedin.com/in/ihsan-andrinal/]