AI Engineer
Builds production applications powered by large language models and machine learning. Designs prompt pipelines, RAG systems, evaluation frameworks, and integrates AI capabilities into real products.
22 tracked skills · 7 core
Full AI Engineer skill breakdownMachine Learning Engineer
Designs, builds, and deploys machine learning models and systems at scale. Bridges the gap between data science and software engineering to productionize AI/ML solutions.
28 tracked skills · 7 core
Full Machine Learning Engineer skill breakdownSalary snapshot
AI Engineer
$135,980/yr median
$82,460 – $214,670 (10th–90th percentile)
Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics) (SOC 15-1252.00, 2025)
Machine Learning Engineer
$135,980/yr median
$82,460 – $214,670 (10th–90th percentile)
Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics) (SOC 15-1252.00, 2025)
US market data (BLS/O*NET) — India-specific salary data coming soon.
6 skills both roles expect
These transfer directly if you switch between the two paths — but notice where the importance differs. Tap any skill to see why it matters.
Where the paths diverge
The skills each role expects that the other doesn't — this is the real cost of choosing one path over the other.
Only AI Engineers need
16 skills, 5 of them core
Only Machine Learning Engineers need
22 skills, 4 of them core