What Does an AI/ML Engineer Do?
AI/ML Engineers design, build, and deploy machine learning models and AI systems in production. They bridge the gap between research and application, turning prototypes into reliable, scalable services.
A Typical Day
- Building and training ML models using PyTorch or TensorFlow
- Designing data pipelines for model training and inference
- Deploying models to production with monitoring and alerting
- Collaborating with product teams on AI feature requirements
- Evaluating model performance and iterating on improvements
Required Skills
The most in-demand skills for AI/ML Engineer roles, ranked by how often they appear in job postings.
Salary & Compensation
Based on 745 job postings with disclosed compensation ranges.
Salary by Experience Level
| Level | Jobs | Salary Range |
|---|---|---|
| Entry Level | 20 | $142K - $174K |
| Mid Level | 16 | $113K - $169K |
| Senior | 709 | $143K - $216K |
Highest Paying Cities
| Metro | Jobs | Avg Salary Range |
|---|---|---|
| San Francisco | 131 | $163K - $245K |
| Seattle | 76 | $146K - $232K |
| New York | 83 | $161K - $231K |
| Austin | 36 | $133K - $220K |
| Los Angeles | 53 | $137K - $207K |
How to Get Started
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1
Build Your Foundation
Most AI/ML Engineers come from software engineering or computer science backgrounds. A bachelor's in CS is typical; a master's gives you an edge but isn't required if you have strong project experience.
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2
Master the Core Skills
Focus on the skills employers are asking for right now: RAG, Python, AWS. These are the top 3 skills appearing in AI/ML Engineer job postings.
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3
Build Portfolio Projects
Ship real projects that demonstrate your skills. Open-source contributions, personal projects, or freelance work all count. Hiring managers want to see what you can build, not just what you know.
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4
Apply Strategically
Target companies actively hiring for this role. Top employers include Amazon.com, Accenture, Amazon Web Services, FutureSight. Tailor your resume to match the specific skills each company lists in their job descriptions.
Top Hiring Companies
Companies with the most AI/ML Engineer job openings right now.
Career Progression
A typical career path for AI/ML Engineer professionals.
Explore AI/ML Engineer Careers
Related Roles
Frequently Asked Questions
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