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---
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tags:
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- time-series
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- svr
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- stock-prediction
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- finance
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---
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# SVR Super-Model for AAPL
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This model predicts **AAPL** using a comprehensive feature set:
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1. **Technicals:** 37 features (MA, Volatility, Returns).
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2. **Fundamentals:** 6 Ratios (P/E, P/B, P/S, EV/EBITDA, P/FCF, ROE).
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3. **Sentiment:** 1 Feature (NLTK VADER Analysis).
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## Hybrid Architecture
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- **Training (1988-2018):** Uses Synthetic Fundamentals + Simulated Sentiment.
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- **Inference (Today):** Uses **Real** Live Fundamentals (Yahoo Finance Info) + **Real** News Sentiment.
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