Episode 83

How To Switch From Software Dev to Machine Learning Engineer (Amazon SDE -> Tiktok MLE POV) - w/ Umang

Nov 3, 202500:44:55On YouTube too
How To Switch From Software Dev to Machine Learning Engineer (Amazon SDE -> Tiktok MLE POV) - w/ Umang  thumbnail

In this episode of Ready Set Do , my guest is Umang Chaudhary , a Machine Learning Engineer at TikTok and former Applied Scientist at Amazon . Umang’s story is one of momentum — a reminder that you don’t need decades of experience to reach the top tiers of tech.

First moves to steal

  • Switch From Software Dev to Machine Learning Engineer (Amazon SDE -> Tiktok MLE POV) - w/ Umang
  • main core difference between entry-level positions and mid-level positions is the component of ML design/ML system...

Fast scan timestamps

00:00Intro + Background
04:36Controversial Opinions on Moving to the US
07:03Opportunities in the US for Future Students
10:55Master's Journey and Lessons Learned
16:15Internship Experience at Amazon
25:31Transitioning Roles at Amazon and Career Growth

Transcript-backed moments

A few lines worth stealing before you hand over the full hour.

Open on YouTube
00:00:01

The main core difference between entry-level positions and mid-level positions is the component of ML design/ML system design. Can you build a recommendation system for let's say Netflix to do so much extra hard work

00:00:14

Netflix to do so much extra hard work for that be a jump or a promotion? What for that be a jump or a promotion? What was motivating you to do all of this or was motivating you to do all of this or to go through all of this? Why I

00:00:21

to go through all of this? Why I switched from becoming an applied scientist then to externally as a MLN engineer in Tik Tok is because I'm Nam Pande. This is the ready set do I'm Nam Pande. This is the ready set do podcast and in this episode my guest is

00:00:33

podcast and in this episode my guest is Umang Chri. Umang is a machine learning engineer at Tik Tok and prior to that was an applied scientist at Amazon. Um's fascinating journey shows that career

00:00:44

fascinating journey shows that career acceleration isn't just about clocking years after years, but it's about continuously learning, adapting, and being proactively ready to jump onto the

Show notes

In this episode of Ready Set Do , my guest is Umang Chaudhary , a Machine Learning Engineer at TikTok and former Applied Scientist at Amazon . Umang’s story is one of momentum — a reminder that you don’t need decades of experience to reach the top tiers of tech. What matters more is the mindset: continuously learning, adapting fast, and being ready to leap when opportunity strikes. We dive deep into how Umang built his way into machine learning roles in Big Tech without prior ML experience , and the exact principles that helped him accelerate his career both internally at Amazon and externally to TikTok.