---
title: "Career stories: The math-music connection in data science"
url: https://daily.dev/posts/career-stories-the-math-music-connection-in-data-science-opstavkv6
source_url: https://www.linkedin.com/blog/engineering/culture/career-stories--the-math-music-connection-in-data-science
type: article
source: "LinkedIn Engineering"
published: 2026-07-08T19:21:25.894Z
updated: 2026-07-08T19:21:43.966Z
tags: ["machine-learning", "python", "data-science", "career", "apache-spark"]
reading_time: 5
upvotes: 0
comments: 0
language: en
---

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# Career stories: The math-music connection in data science

**[LinkedIn Engineering](https://daily.dev/sources/linkedin)** · 5 min read · 0 upvotes · 0 comments

## Summary

A machine learning engineer at LinkedIn shares his career transition from professional violinist to data scientist, enabled by LinkedIn's REACH apprenticeship program for non-traditional tech backgrounds. He describes working on LinkedIn's feed recommendation algorithm, handling big data at the scale of 500 million rows using Spark and Hadoop, and founding a data club for ML apprentices. His advice centers on finding passion in the work and staying curious about how technology can improve people's lives.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.linkedin.com/blog/engineering/culture/career-stories--the-math-music-connection-in-data-science>

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Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#data-science](https://daily.dev/tags/data-science), [#career](https://daily.dev/tags/career), [#apache-spark](https://daily.dev/tags/apache-spark)

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