Build intelligent systems that learn and adapt
Machine Learning Engineers build and deploy ML models that power AI applications. They bridge the gap between data science and software engineering, focusing on making models production-ready. ML/AI is one of the fastest-growing and highest-paying tech fields.
Be strong in ML fundamentals - algorithms, math
Prepare for coding problems in Python
Know how to take models from notebook to production
Explain complex ML concepts simply
Have projects demonstrating end-to-end ML
Explain gradient descent and its variants
How do you handle class imbalance?
What's the difference between bagging and boosting?
How would you deploy a model at scale?
Describe an ML project you've worked on
ML Engineer → Senior ML Engineer → Staff ML Engineer → Principal ML Engineer → Director of ML
₹10-50 LPA (India) | $120,000-$250,000 (US)
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