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
- Data cleaning
- Missing value handling
- Feature engineering
- Encoding categorical variables
- XGBoost training
- Model evaluation
- 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.
