6.036 Introduction to Machine Learning

6.036 Introduction to Machine Learning

Course Modules

Week 14: Automated Machine Learning (AutoML)

Week 14: Automated Machine Learning (AutoML)
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Week 14: Automated Machine Learning (AutoML) 68680  
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    Lecture 14 Slides Lecture 14 Slides
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    Lecture 14 Video Lecture 14 Video
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Week 13: Clustering

Week 13: Clustering
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Week 13: Clustering 52474  
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    Lecture 13 Slides Lecture 13 Slides
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    Lecture 13 Video Lecture 13 Video
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    Chapter 14: Clustering.pdf Chapter 14: Clustering.pdf
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    Lab 13 Lab 13
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    Exercise 13 Exercise 13
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Week 12: Decision Trees and Nearest Neighbors

Week 12: Decision Trees and Nearest Neighbors
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Week 12: Decision Trees and Nearest Neighbors 52473  
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    Lecture 12 Slides Lecture 12 Slides
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    Lecture 12 Video Lecture 12 Video
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    Chapter 13: Non-parametric_methods.pdf Chapter 13: Non-parametric_methods.pdf
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    Homework 12 Homework 12
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    Exercise 12 Exercise 12
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Week 11: Reinforcement Learning

Week 11: Reinforcement Learning
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Week 11: Reinforcement Learning 52471  
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    Lecture 11 Slides Lecture 11 Slides
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    Lecture 11 Video Lecture 11 Video
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    Chapter 11: Reinforcement Learning.pdf Chapter 11: Reinforcement Learning.pdf
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    Lab 11 Lab 11
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    Homework 11 Homework 11
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    Exercise 11 Exercise 11
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    Nanoquiz 5 Nanoquiz 5
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    VideoQA Nanoquiz 5 VideoQA Nanoquiz 5
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    VideoQA Week 11 VideoQA Week 11
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    Test Test
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Week 10: Transformers

Week 10: Transformers
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    Lab 10 Lab 10
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Week 9: Recurrent Neural Networks (RNNs)

Week 9: Recurrent Neural Networks (RNNs)
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Week 9: Recurrent Neural Networks (RNNs) 52472  
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    Lecture 9 Video Lecture 9 Video
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    Lecture 9 Slides Lecture 9 Slides
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    Chapter 12: Recurrent Neural Networks.pdf Chapter 12: Recurrent Neural Networks.pdf
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    Lab 9 Lab 9
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    Homework 9 Homework 9
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    Exercise 9 Exercise 9
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    Nanoquiz 4 Nanoquiz 4
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    VideoQA Nanoquiz 4 VideoQA Nanoquiz 4
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    VideoQA Week 9 VideoQA Week 9
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Week 8: State Machines and MDP's

Week 8: State Machines and MDP's
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Week 8: State Machines and MDP's 52469  
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    Lecture 8 Video Lecture 8 Video
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    Lecture 8 Slides Lecture 8 Slides
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    Chapter 10: Sequential Models.pdf Chapter 10: Sequential Models.pdf
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    Lab 8 Lab 8
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    Homework 8 Homework 8
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    Exercise 8 Exercise 8
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    VideoQA Week 8 VideoQA Week 8
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Week 7: Convolutional Neural Networks

Week 7: Convolutional Neural Networks
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Week 7: Convolutional Neural Networks 52468  
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    Lecture 7 Video Lecture 7 Video
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    Lecture 7 Slides Lecture 7 Slides
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    Chapter 9: Convolutional Neural Networks.pdf Chapter 9: Convolutional Neural Networks.pdf
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    Lab 7 Lab 7
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    Homework 7 Homework 7
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    Exercise 7 Exercise 7
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    VideoQA Week 7 VideoQA Week 7
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    Nanoquiz 3 Nanoquiz 3
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    VideoQA Nanoquiz 3 VideoQA Nanoquiz 3
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Week 6: Neural Networks II

Week 6: Neural Networks II
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Week 6: Neural Networks II 52467  
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    Lab 6 Lab 6
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    Homework 6 Homework 6
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  • Assignment
    Exercise 6 Exercise 6
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
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    VideoQA Week 6 VideoQA Week 6
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Week 5: Neural Networks

Week 5: Neural Networks
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Week 5: Neural Networks 52466  
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    Lecture 5 Video Lecture 5 Video
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    Lecture 5 Slides Lecture 5 Slides
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    Chapter 6: Gradient Descent.pdf Chapter 6: Gradient Descent.pdf
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    Chapter 8: Neural_Networks.pdf Chapter 8: Neural_Networks.pdf
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  • Assignment
    Lab 5 Lab 5
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Homework 5 Homework 5
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  • Assignment
    Exercise 5 Exercise 5
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Week 5 VideoQA Week 5
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Nanoquiz 2 Nanoquiz 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Nanoquiz 2 VideoQA Nanoquiz 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Week 4: Linear and Logistic Regression

Week 4: Linear and Logistic Regression
Module Completed Module In Progress Module Locked
Week 4: Linear and Logistic Regression 52465  
  • Attachment
    Chapter 5: Logistic Regression.pdf Chapter 5: Logistic Regression.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Chapter 7: Regression.pdf Chapter 7: Regression.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Lab 4 Lab 4
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Homework 4 Homework 4
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Exercise 4 Exercise 4
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Week 4 VideoQA Week 4
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Week 3: Features

Week 3: Features
Module Completed Module In Progress Module Locked
Week 3: Features 52464  
  • Attachment
    Lecture 3 Video Lecture 3 Video
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Lecture 3 Slides Lecture 3 Slides
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Chapter 4: Feature Representation.pdf Chapter 4: Feature Representation.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Lab 3 Lab 3
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Homework 3 Homework 3
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Exercise 3 Exercise 3
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Week 3 VideoQA Week 3
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Nanoquiz 1 Nanoquiz 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Nanoquiz 1 VideoQA Nanoquiz 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Week 2: Perceptrons

Week 2: Perceptrons
Module Completed Module In Progress Module Locked
Week 2: Perceptrons 52463  
  • Attachment
    Lecture 2 Video Lecture 2 Video
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Lecture 2 Slides Lecture 2 Slides
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Chapter 3: Perceptron.pdf Chapter 3: Perceptron.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Lab 2 Lab 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Homework 2 Homework 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Exercise 2 Exercise 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Week 2 VideoQA Week 2
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Week 1: Introduction

Week 1: Introduction
Module Completed Module In Progress Module Locked
Week 1: Introduction 63407  
  • Attachment
    Lecture 1 Video Lecture 1 Video
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Lecture 1 Slides Lecture 1 Slides
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Chapter 1: Introduction.pdf Chapter 1: Introduction.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Attachment
    Chapter 2: Linear Classifiers.pdf Chapter 2: Linear Classifiers.pdf
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Lab 1 Lab 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Homework 1 Homework 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Exercise 1 Exercise 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Page
    VideoQA Week 1 VideoQA Week 1
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Staff

Staff
Module Completed Module In Progress Module Locked
Staff 67801  
  • Assignment
    Lab Queue Lab Queue
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
  • Assignment
    Who Has Done What Who Has Done What
    Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark done Must mark this module item done in order to complete Marked done Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
 
minimum score must view must submit must contribute