Designing Machine Learning Systems for High Velocity Trading

Tue, 20 Jun 2023 21:31:48 +0530

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. You don’t really have to do it though; exchanges take care of it and let you sell when you don’t own a security.

Showcase: BPMN Pipeline Platform

Mon, 20 Jun 2022 20:54:07 +0530

Business Process Model and Notation (BPMN) is a graphical notation standard for business processes. Think of it as a flowchart for business processes. It is widely used in the industry for modeling business processes. Now, why would you use BPMN for automating / pipelining? We don’t use UML for writing software right? Yes, but BPMN’s adoption for automation and pipelining stemmed from its ability to cater to both technical and non-technical users. Whether orchestrating simple data flows or complex machine learning pipelines, BPMN empowered users to architect automated workflows with ease and flexibility. Moreover, platforms’s support for human-in-the-loop processes addressed a critical gap in conventional pipelining systems, offering robust mechanisms for human validation and approval—a necessity in the realm of machine learning and MLOps where human intervention is often required.

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Designing Machine Learning Systems for High Velocity Trading

The Requisite terms

Long and Short trades

Showcase: BPMN Pipeline Platform