ML/AI ENGINE
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A proprietary ML/AI engine for asset performance forecasting
Unlock the potential of your data with our advanced engine, designed to deliver actionable strategies and measurable results
gAIn360 ML Engine is a cutting-edge stock price predictor leveraging advanced machine learning. Our innovative approach combines the strengths of LSTM, gradient-boosted decision trees, and MLP to reveal hidden patterns in historical pricing and indicators, delivering precise future trend and price forecasts. By clustering stocks, we ensure robust and comprehensive data for exceptional training and evaluation. Each model is trained across multiple time horizons, and our sophisticated evaluation process selects the best-performing model for each stock, ensuring unparalleled predictive accuracy.
How it works
Leveraging a set of neural network models and a large collection of input variables, retrieved daily from market data providers (among them EMA, Commodity Channel Index, Relative Strength Index, Aroon, Money Flow Index, Force Index, Bollinger Bands, …), gAIn offers detailed forecasts of securities performance for three different time horizons (11, 21, and 63 trading days).
THE ML LOGICS BEHIND THE FORECASTS ARE COMPOSED BY 4 DIFFERENT STEPS
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Input Data
A series of inputs calculated, based on past end-of-day information on high, low, open, close prices and trading volumes
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Clustering
The capture of diverse patterns and behaviours present across various assets, in order to achieve a certain degree of generalization
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Forecasting
The application of Multiple artificial neural networks to each cluster, resulting in the production of distinct forecasts for stock prices across
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Metamodeling
Forecasting performances are then monitored, and the best model in terms of accuracy is iteratively applied to each specific asset
FEATURES
15, 30 & 60 Days Forecasts
Our proprietary ML/AI engine provides financial asset forecasts for short-, medium-, and long-term horizons.
Accuracy Monitoring
The accuracy of the models is monitored based on their ability to predict asset up/down movements and is displayed on the platform.
Proprietary KPIs
We offer our customers a wide range of proprietary KPIs built on our predictions.
Continuous Improvement
Our models are continuously retrained to match each stock with the most performant model. Input features are monitored and updated regularly to ensure the highest predictive accuracy.
Countries and Industries Heatmaps
By grouping stocks by country and industry dimensions, data is displayed through intuitive heatmaps for faster access to data and trends.
The gAIn360 ML Engine leverages advanced machine learning to provide precise future trend and price forecasts. Benefit from accurate predictions, informed investment decisions, and maximized returns by uncovering hidden patterns in historical data using LSTM, gradient-boosted decision trees, and MLP.
Accurate Future Price Forecasts
Leverage advanced ML models to achieve precise and reliable predictions of future stock prices.
Comprehensive Data Analysis
Utilize stock clustering techniques to gain deep insights and detailed analysis of market data.
Optimized Model Selection
Experience unparalleled predictive accuracy through the optimized selection of models tailored to your specific needs.
