---
license: apache-2.0
metrics:
- r_squared
pipeline_tag: tabular-regression
---
# CPU Advisor Price Predictor

## Overview
Machine learning model for predicting CPU prices using hardware specifications and engineered features.

## Model Details
- Algorithm: XGBoost Regressor
- Serialization: Skops
- Task: Regression

## Features
- tdp
- cores
- logicals
- cpuCount
- rank
- samples
- extracted_ghz
- speed_ghz
- turbo_ghz
- cost_per_rank_point
- cost_per_core
- brand_encoded
- category_final_encoded
- socket_final_encoded

## Training Pipeline
1. Data cleaning
2. Missing value handling
3. Feature engineering
4. Encoding categorical variables
5. XGBoost training
6. Model evaluation
7. Deployment using Gradio

## Intended Use
Educational, research, and portfolio purposes.

## Limitations
The model does not account for real-time market fluctuations or regional pricing differences.