Very High DemandMachine LearningAdvanced
Machine Learning Engineer Career Path
Master Machine Learning algorithms, feature engineering, and model deployment with Python, scikit-learn, and modern ML frameworks.
📚 Free guidance: This roadmap shows you the complete learning path to become a Machine Learning Engineer. Click on any step to discover recommended courses and resources.
12-18 months
Total Duration
$120,000
Starting Salary
9
Learning Steps
Key Skills in This Domain
PythonScikit-learnMachine LearningFeature EngineeringModel DeploymentMLOpsStatistics
These are the core skills professionals in this domain typically master throughout their career journey.
1
Python & Statistics for ML
Intermediate4-5 weeks
PythonNumPyPandas+5 more
3 resources
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2
Supervised Learning
Intermediate5-6 weeks
Linear RegressionLogistic RegressionDecision Trees+5 more
3 resources
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3
Unsupervised Learning
Intermediate4-5 weeks
K-MeansHierarchical ClusteringDBSCAN+5 more
3 resources
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4
Feature Engineering & Selection
Advanced3-4 weeks
Feature CreationFeature SelectionFeature Scaling+4 more
3 resources
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5
Advanced ML Algorithms
Advanced6-7 weeks
Ensemble MethodsXGBoostLightGBM+5 more
3 resources
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6
Model Evaluation & Optimization
Advanced4-5 weeks
Model EvaluationCross-validationHyperparameter Tuning+5 more
3 resources
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7
MLOps & Production
Advanced5-6 weeks
Model DeploymentREST APIsDocker+5 more
3 resources
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Career Info
Learning Timeline8-12 months
Career Stages7
Experience LevelAdvanced
Market DemandVery High
Average Salary Range
$130,000 - $250,000
per year