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Big Data and Microservices
Big Data and Microservices
Apr 19, 2016 · Industry Insights

Designing a Scalable Real‑Time Stock Prediction Architecture with Open‑Source Tools

This article outlines a reference architecture for a low‑latency, horizontally scalable real‑time stock prediction system built with open‑source components such as Spring Cloud Data Flow, Apache Geode, Spark MLlib, and Hadoop, and discusses data flow steps, simplified deployment, and algorithm choices for market forecasting.

big datamachine learningopen-source architecture
0 likes · 7 min read
Designing a Scalable Real‑Time Stock Prediction Architecture with Open‑Source Tools
21CTO
21CTO
Jan 3, 2016 · Artificial Intelligence

How to Build a Real-Time Stock Prediction System with Open-Source AI and Big Data Tools

An open-source reference architecture for real-time stock prediction is presented, detailing a scalable, low-latency pipeline that captures live market data, stores it in memory, trains and applies machine learning models using Spring Cloud Data Flow, Apache Geode, Spark MLlib, and related big‑data components.

Spark MLlibSpring Cloud Data Flowbig data
0 likes · 8 min read
How to Build a Real-Time Stock Prediction System with Open-Source AI and Big Data Tools