Cloud-Native Stock Price Forecasting Platform: A Step-by-Step Guide with VS Code and Cloud Deployment

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Chapters

Language

English

Genre

Technology

Published

July 17, 2025

Synopsis

This educational, project-based guide, "Cloud-Native Stock Price Forecasting Platform: A Step-by-Step Guide with VS Code and Cloud Deployment" by Vikram Singh Sankhala, provides a comprehensive, end-to-end journey for building, testing, and deploying a stock price forecasting application. Starting with local development in VS Code, the book meticulously walks readers through integrating financial and data principles, implementing diverse AI and non-AI forecasting models (ARIMA, LSTM, Prophet, moving averages), and selecting the optimal approach through rigorous backtesting and financial reasoning. The narrative emphasizes modular code design, collaborative prototyping via CodeSandbox, and robust testing strategies using industry-standard tools. The project progresses through crucial stages of cloud-native development, including containerization with Docker, deployment orchestration with Kubernetes, and the establishment of scalable hosting and service endpoints. Readers will learn to build real-time streaming pipelines for live data integration and implement comprehensive monitoring and logging solutions using Prometheus and Grafana. The book culminates in automating the entire workflow with CI/CD pipelines, ensuring readers gain practical, hands-on experience in delivering a production-ready, research-backed forecasting platform. This integrated approach equips individuals with both domain-specific modeling skills and state-of-the-art cloud deployment workflows, transforming raw financial data into a continuously serving, monitored, and reliable forecasting solution.

About the Author

VSS

Vikram Singh Sankhala

Vikram Singh Sankhala offers a unique blend of ancient wisdom and modern technology, drawing from his expertise in multi-modal AI, agentic systems, and data-driven solutions. He bridges traditional Vedic astrology with contemporary visualization techniques, making complex concepts accessible. Sankhala's mission is to leverage today's analytical tools to unlock the timeless insights of Vedic astrology, viewing it as humanity's oldest data science.

Cloud-Native Stock Price Forecasting Platform: A Step-by-Step Guide with VS Code and Cloud Deployment

Synopsis

About the Author

Vikram Singh Sankhala

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