Career Roadmap · 2026
Machine Learning Engineer Roadmap
Build and deploy ML models at scale. Here's exactly what to learn, in what order, and how long it takes.
$120K - $200K (US)
Salary Range
6-9 months focused learning
Time to Job-Ready
32% YoY
Demand Growth
5 phases
Phases
Prerequisites
Python proficiencyLinear algebra basicsStatistics fundamentals
The Roadmap
1
Foundation
Weeks 1-4Python for MLNumPy & PandasData visualizationStatistics & probability
📦 Project: Exploratory data analysis on real dataset
2
Classical ML
Weeks 5-8Scikit-learnSupervised learningFeature engineeringModel evaluation
📦 Project: End-to-end prediction pipeline
3
Deep Learning
Weeks 9-14PyTorchNeural networksCNNs & RNNsTransfer learning
📦 Project: Image classification or NLP model
4
Production ML
Weeks 15-20MLOpsModel servingMonitoringCI/CD for ML
📦 Project: Deploy model with API + monitoring
5
Specialization
Weeks 21-26LLMs & RAGAgentic AISystem design for MLInterview prep
📦 Project: Portfolio-ready AI agent or RAG system
Ready to start your Machine Learning Engineer journey?
Our live bootcamp covers this entire roadmap with instructor-led sessions, hands-on projects, and career support.