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  • 18. Applicaton example: Photo OCR

    Applicaton example: Photo OCR Problem description and pipeline Photo OCR...

  • 16. Recommender Systems

    Recommender Systems Problem formulation Content-based recommendations Op...

  • 17. Large scale machine learning

    Large scale machine learning Learining with large datasets Stochastic gr...

  • 15. Anomaly detection

    Anomaly detection Problem motivation Gaussian distribution Gaussian dist...

  • 14. Dimensionality Reduction

    Dimensionality Reduction Motivation I: Data compression Reduce data from...

  • 13. Clustering

    Clustering Unsupervised learing introduction K-means algorithm Input: K ...

  • 12. Support Vector Machines

    Support Vector Machines Optimization objective SVM hypothesis:logistic r...

  • 11. Maching learing system design

    Maching learing system design Prioritizing what to work on: Spam classif...

  • 10. Advice for applying machine learning

    Advice for applying machine learning Deciding what to try next Debugging...

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