Architecture
MASON operates within its exclusive proprietary framework, collecting diverse data from data brokers. This data undergoes meticulous filtering to identify suitable stocks based on predictive parameters. These selected stocks are then processed by an AI-engineered strategy tailored to each stock's attributes.
The Trading Execution System translates these strategies into orders, which are executed in your Alpaca Brokerage account, facilitating seamless trading activities. MASON's AI-driven insights and data orchestrate a strategic execution symphony to enhance your trading efforts in your Alpaca Brokerage account.
Design
MASON's intricate process begins with meticulous data input and the pivotal role of an LSTM Neural Network Manager. This manager, equipped with advanced neural network capabilities, receives specific directives and strategic insights, leading to the creation of algorithmic strategies within the LSTM Strategy Environment. This environment is agile, continuously adapting to market dynamics and stock attributes, generating a variety of meticulously crafted strategies for market viability.
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Striving for excellence, the Strategy Environment seeks optimization and transmits refined strategy blueprints to the Trading Execution System and the Strategy Feedback database. This initiates two parallel journeys: trade execution guided by the strategy and data collection for future insights.
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MASON combines innovation, neural networks, and strategic acumen in a meticulously choreographed sequence, creating a symphony of sophistication in the pursuit of trading excellence.
Schematics
MASON's core revolves around the LSTM Neural Network Manager, which orchestrates the interplay of filtered stocks and strategic insights. LSTMs, or Long Short-Term Memory networks, are a key component of deep learning, specializing in handling sequential data like time series and text. They excel in recognizing intricate patterns and long-term dependencies, making them valuable in sequence prediction tasks.
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LSTMs possess extended memory, enabling precise output generation across extensive timeframes. Guided by carefully crafted commands, LSTMs initiate backtests, optimizations, and global searches, with all data meticulously archived for feedback. The LSTM serves as the master conductor, overseeing testing, strategy construction, and strategy database realms. This orchestrated process culminates in the delivery of refined solutions that bridge the gap between insight and execution in MASON's Strategy Builder.
SOLUTION
Meet MASON.
Our in-house system, MASON (Machine-Assisted System for Trading Optimization and Navigation), revolutionizes trading and investing in your brokerage account. Powered by AI and extensive data inputs, MASON dissects market intricacies to craft tailored strategies for diverse investor preferences and styles.
Product Summary
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Exclusively offered on Alpaca Markets
Alpaca plays a vital role in enabling us to offer our algorithmic investing products (interim) to a broader audience. Best of all, it's completely free for you to use.
Through Alpaca, we seamlessly integrate our AI-powered strategies into your individual account.
Have peace of mind knowing that Alpaca is regulated by FINRA, a member of the SIPC, and registered with the SEC, which offers protection up to $500,000 per client.
