1
ML Foundations
Linear/Logistic Reg.
Trees
SVM
Ensembles
2
Feature Engineering
Pipelines
Encoding
Scaling
Selection
3
Model Ops
Metrics
Explainability
Hyperparam Tuning
Deployment
4
Databases & DevOps
Capstone with real client brief
Performance & optimization
Code reviews
Documentation & handoff
5
Industry Tools & Best Practices
Version control workflows
Issue tracking & Agile rituals
CI/CD basics
Quality & testing standards
6
Career & Portfolio
Portfolio polish
LinkedIn & branding
ATS-ready resume
Mock interviews & feedback