Designing Machine Learning Systems for High Velocity Trading

As one of my works at Mu Sigma Labs, I was part of a research project on the High Velocity Time Series on early 2019. One of the goals was to create a high velocity trading app using Pair Trading. The Requisite terms Long and Short trades Long trades are buying a security. Short is selling a security even when you don’t own it. It generally means that you are borrowing someone’s securities and selling them in the hopes of buying it back for lower cost later and returning it and hence, making a profit....

June 20, 2023 · 7 min · Raghava Dhanya
A BPMN pipeline containing tasks 'fetch data', 'load data & train model', 'approval from owner', 'deploy model' and 'email on failure to fetch data'. All script tasks are python

Showcase: BPMN Pipeline Platform

At Mu Sigma Labs, I led a significant project focused on BPMN-based analytics automation and pipeline orchestration. Using the open-source platform Activiti, I owned, developed, tested, and maintained a system serving about 3,000 internal users, handling critical reporting and data pipelines. Technologies Used The core technologies employed were: Backend: Java and Spring Boot Scripting: Python and R for analytics tasks Frontend: Angular for user interface Understanding BPMN Business Process Model and Notation (BPMN) provided the foundation for our automation approach....

June 20, 2022 · 2 min · Raghava Dhanya