Project info
SentimatriX is a comprehensive solution for investors, offering not only predictive trading signals but also a fully automated algorithmic trading interface.
Our platform seamlessly integrates with investors' brokerage accounts via API, enabling our advanced software to execute trades autonomously on behalf of the investor.
Our proprietary approach integrates modern machine learning models, such as LSTM (Long Short-Term Memory), with real-time data processing, offering a unique, data-driven edge in financial decision-making.
We analyze daily financial news using large language models (GPT-4x), filtering out irrelevant or clickbait content. This enables us to extract meaningful insights about market sentiment toward specific stocks.
Historical stock price data is normalized and structured into sequences suitable for LSTM models. This process ensures the creation of high-quality datasets for accurate predictions.
Sentiment analysis results are merged with stock price data, aligned by timestamps, and processed into a cohesive dataset. This integration enhances the predictive power of our machine learning models.
Investors connect their brokerage accounts via API, and SentimatriX takes care of the rest. Based on the generated trading signals (long, short, neutral), our platform executes trades automatically, optimizing portfolio performance without requiring manual input.
Sentiment Analysis of Financial News
Data Preparation for Machine Learning
Combining & Integration of Insights
Trading Signal Generation
Automated Trading Execution
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