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  • Lecture1 (week1): Introduction
  • Lecture2 (week1): Linear Regression with One Variable
  • Lecture3 (week1): Linear Algebra Review
  • Lecture4 (week2): Linear Regression with Multiple Variables
  • Lecture5 (week2): Octave/Matlab Tutorial
  • Lecture6 (week3): Logistic Regression
  • Lecture7 (week3): Regularization
  • Lecture8 (week4): Neural Networks: Representation
  • Lecture9 (week5): Neural Networks: Learning
  • Lecture10 (week6): Advice for Applying Machine Learning
  • Lecture11 (week6): Machine Learning System Design
  • Lecture12 (week7): Support Vector Machines
  • Lecture13 (week8): Unsupervised Learning
  • Lecture14 (week8): Dimensionality Reduction
  • Lecture15 (week9): Anomaly Detection
  • Lecture16 (week9): Recommender Systems
  • Lecture17 (week10): Large Scale Machine Learning
  • Lecture18 (week11): Application Example: Photo OCR