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Machine Learning Essentials

Computer Science & Engineering · Machine Learning · 9 lessons · 4 weeks

CertificationIntermediateOnlineOnline · self-paced

What you'll learn

Explain what ML is and where it fits in real products. Train and evaluate simple regression and classification models. Avoid overfitting with proper train/test splits and validation.

Curriculum

01ML Foundations
  • What machine learning actually isPreview12m
  • Data: features, labels, splits14m
  • Your first model, end to end16m
02Core Algorithms
  • Linear regression, properly14m
  • Classification + logistic regression15m
  • Overfitting and validation14m
03Putting It Together
  • Decision trees and forests14m
  • The ML project checklist12m
  • Where to go next10m