---
tags:
- time-series
- svr
- stock-prediction
- finance
---
# SVR Super-Model for AAPL

This model predicts **AAPL** using a comprehensive feature set:
1. **Technicals:** 37 features (MA, Volatility, Returns).
2. **Fundamentals:** 6 Ratios (P/E, P/B, P/S, EV/EBITDA, P/FCF, ROE).
3. **Sentiment:** 1 Feature (NLTK VADER Analysis).

## Hybrid Architecture
- **Training (1988-2018):** Uses Synthetic Fundamentals + Simulated Sentiment.
- **Inference (Today):** Uses **Real** Live Fundamentals (Yahoo Finance Info) + **Real** News Sentiment.