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VaultEdge Match Advisor

Professional Football Match Prediction Advisor featuring high-fidelity AI models and Monte Carlo simulations.

🚀 Key Features

  • 100+ Feature AI Engine: Advanced feature engineering with interaction terms, non-linear transforms, and decay-weighted historical form.
  • High-Fidelity Training: Deep model optimization focusing on high-precision accuracy over training speed.
  • Interactive Match Simulator: Manually simulate any match with custom strength modifiers (e.g., injuries, transfers).
  • Multi-Match Slip Builder: Joint probability calculator for accumulator match advice.
  • Monte Carlo League Predictor: Full-season simulation to forecast final league standings.
  • Match Advice Reports: Export detailed match analysis and predictions to human-readable TXT files.
  • Transparent Accuracy Checks: Verify advisor performance against historical results stored in local JSON nodes.

🛠 Installation

pip install -e .

📈 Usage

Launch the interactive advisor terminal:

edgeai

Main Menu Options

  1. Predict Today's Matches: Batch analysis of upcoming fixtures.
  2. Interactive Match Simulator: Manual 'What-If' scenario testing.
  3. Multi-Match Slip Builder: Analyze joint probabilities of multiple picks.
  4. Monte Carlo League Predictor: Season-long standings forecast.
  5. Simulation & Accuracy Check: Historical performance benchmarking.
  6. Advisor Management: High-fidelity model retraining and data updates.

🛡 Security & Privacy

VaultEdge is designed as a standalone Edge AI terminal. It strictly utilizes local JSON data for predictions and follows a rigorous .gitignore policy to prevent the leakage of sensitive ML artifacts or large datasets.

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