MeridianAlgo/ARA.AI

ARA AI - Financial Prediction Models

Continuously trained ensemble ML models for stock and forex prediction.

Models

• Stock Models: Trained on random selection of stocks every 2 hours
• Forex Models: EURUSD, GBPUSD, USDJPY trained every 2 hours

Training Schedule

Models are automatically retrained every 2 hours (12 times daily) using:

• 2 years of historical data
• Incremental training on existing models
• Ensemble of XGBoost, LightGBM, Random Forest, Transformers, CNN-LSTM

Usage

from huggingface_hub import hf_hub_download
from meridianalgo.unified_ml import UnifiedStockML

# Download model
model_path = hf_hub_download(
    repo_id="MeridianAlgo/ARA.AI",
    filename="models/stock_AAPL.pt"
)

# Load and predict
ml = UnifiedStockML(model_path=model_path)
prediction = ml.predict('AAPL', days=5)

Experiment Tracking

Training metrics tracked on Weights & Biases

Repository

Source code: github.com/MeridianAlgo/AraAI

Disclaimer

These models are for educational and research purposes only. Not financial advice. Past performance does not guarantee future results.