victor369basu/Real-time-stock-market-prediction
In this repository, I have developed the entire server-side principal architecture for real-time stock market prediction with Machine Learning. I have used Tensorflow.js for constructing ml model architecture, and Kafka for real-time data streaming and pipelining.
The architecture implements parallel processing through dual Kafka topics—one streaming to MongoDB for storage and training, another to TensorFlow.js for real-time inference using pre-trained model weights. Data preprocessing uses MinMax-Scalar normalization on time-series stock data, with the model trained on 80/20 split and performing 8-step-ahead predictions by consuming 7 prior observations. Node.js producers/consumers enable simultaneous model training and live predictions across the pipeline without blocking I/O.
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Feb 03, 2021
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