Machine Learning

Section outline

• Select section Board

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  Board

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  • Select activity Announcements

    

    Announcements Forum
  • Select activity Forum

    

    Forum
• Select section Week 0 - Introduction to the course

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  Week 0 - Introduction to the course

  • Select activity Welcome!

    

    Welcome! Page

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  • Select activity Initial Survey

    

    Initial Survey Feedback

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• Select section Week 1 Supervised Learning

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  Week 1 Supervised Learning

  Week 1 introduces the main techniques for dealing with supervised learning problems, that are classification and regression.
  

  • Select activity Learning outcomes

    Learning Outcomes

  • Select activity Learning Outcomes

    

    Learning Outcomes Page

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  • Select activity Introduction to Machine Learning

    Introduction to Machine Learning

  • Select activity Introduction to Machine Learning

    

    Introduction to Machine Learning Page

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  • Select activity Supervised Learning

    Supervised Learning

  • Select activity Supervised Learning problem

    

    Supervised Learning problem Page

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  • Select activity Regression and Classification problems

    

    Regression and Classification problems Page

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  • Select activity Model Selection

    

    Model Selection Page

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  • Select activity Weekly Quiz

    Weekly Quiz

  • Select activity Quiz - Week 1

    

    Quiz - Week 1

    Completion

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    Receive a grade

    

    Receive a passing grade
• Select section Week 2 Unsupervised Learning

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  Week 2 Unsupervised Learning

  Week 2 explores unsupervised learning techniques for clustering, dimensionality reduction and association rules mining.
  

  • Select activity Learning Outcomes

    Learning Outcomes

  • Select activity Learning Outcomes

    

    Learning Outcomes Page

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  • Select activity Unsupervised Learning

    Unsupervised Learning

  • Select activity Unsupervised Learning: Clustering

    

    Unsupervised Learning: Clustering Page

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  • Select activity Unsupervised Learning: Dimensionality Reduction

    

    Unsupervised Learning: Dimensionality Reduction Page

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  • Select activity Unsupervised Learning: Association Rules

    

    Unsupervised Learning: Association Rules Page

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  • Select activity Weekly Quiz

    Weekly Quiz

  • Select activity Quiz - Week 2

    

    Quiz - Week 2

    Completion

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    Receive a grade

    

    Receive a passing grade
• Select section Week 3 Reinforcement Learning

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  Week 3 Reinforcement Learning

  Week 3 introduces reinforcement learning for solving sequential decision-making problems.
  

  • Select activity Learning Outcomes

    Learning Outcomes

  • Select activity Learning Outcomes

    

    Learning Outcomes Page

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  • Select activity Sequential decision-making problems

    Sequential decision-making problems

  • Select activity Sequential decision-making problems

    

    Sequential decision-making problems Page

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  • Select activity Markov decision processes

    

    Markov decision processes Page

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  • Select activity Reinforcement Learning algorithms

    

    Reinforcement Learning algorithms Page

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  • Select activity Weekly Quiz

    Weekly Quiz

  • Select activity Quiz - Week 3

    

    Quiz - Week 3

    Completion

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    View

    

    Receive a grade

    

    Receive a passing grade
• Select section Final survey

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  Final survey

  • Select activity Final survey

    

    Final survey Feedback

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    Submit feedback
• Select section {mlang it}Attestato{mlang}{mlang en}Certificate{mlang}

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  {mlang it}Attestato{mlang}{mlang en}Certificate{mlang}

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  Not available unless: The activity Quiz - Week 1 is complete and passed ...

  Not available unless:

  • The activity Quiz - Week 1 is complete and passed
  • The activity Quiz - Week 2 is complete and passed
  • The activity Quiz - Week 3 is complete and passed
  • The activity Final survey is marked complete
• Select section Additional resources

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  Additional resources

  • Select activity Video transcripts

    

    Video transcripts Folder
  • Select activity Bibliography

    

    Bibliography Page