ML Infrastructure SRE
Site reliability for ML systems and training pipelines
About the profession
SRE specialized in ML infrastructure reliability. Designs redundancy for training jobs, implements failure recovery, and maintains 99.9% uptime for model serving. Handles cascading failures gracefully.
How to Get Started
Take a personality test to see if ML Infrastructure SRE fits your profile
Career Match Test →Explore the Career Path section to see progression from junior to senior
Jump to Career Path →Start learning — check the Learning Path for free courses
Jump to Learning Path →Career Path
Your career progression roadmap with salary growth at each level
Career Ladder
IC3 → Senior → Staff → Principal
Where are you on this career path?
Click a level below to set your current position
Salary Growth
4
Levels
340K
Top Salary
8+
Years
Learning Path
Skills you need to develop and courses to get there
🚀
Set your current level first
Go to the Career Path tab and select your current level to see your personalized learning plan.
Go to Career PathCareer levels
Timeline: 0-2 | Entry Level Base: $150,000 - $198,000/year With equity/bonuses: $165,000 - $237,600 Top markets (SF/NYC): $173,000 - $238,000 Execute core tasks using Distributed…
Day in Life
Junior vs Senior — daily schedule breakdown
9am — Review priorities and respond to urgent items 10am — Team standup and progress check 11am — Deep work using Distributed systems 1pm — Cross-functional meeting with…
Income Dynamics
Conservative and aggressive scenarios for 10–15 years
Year 1: Entry level $105,000 - $135,000 Year 2-3: Junior level $150,000 - $208,500 Year 4-6: Mid level $208,500 - $254,500 Year 7-10: Senior level $254,500 - $311,500 Year 10+:…
Is this for me?
15 questions — answer honestly
You find the craft of a ML Infrastructure SRE genuinely interesting, not just a paycheck You enjoy working with Distributed systems and Fault tolerance You communicate clearly…
💰 Salary Range
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