Machine Learning | Stanford University – Online Courses

https://www.coursera.org/course/ml#

https://www.kaggle.com/forums/f/145/data-science-jobs#

Machine Learning

  • Supervised
    • Regression (prediction: continous value, example: house prices)
    • Classification (prediction: discrete value, example: breast cancer)
  • Unsupervised
    • Clustering (grouping, structure into mass data)
Due Monday, September 3 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
Due Monday, September 10 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise 1 
    (Linear regression)
Due Monday, September 17 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise 2 
    (Logistic regression)
Due Monday, September 24 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise 3 
    (Multi-class classification and neural networks)
Due Monday, October 1 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise 
    (Neural network learning)
Due Monday, October 8 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise (Bias-variance)
Due Monday, October 15 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise (SVMs)
Due Monday, October 22 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise (K-Means and PCA)
Due Monday, October 29 at 23:59 PM PDT

  • Review Questions (for the week’s topics)
  • Programming Exercise 
    (Anomaly Detection and Recommender Systems)
Due Monday, November 5 at 23:59 PM PDT

  • Review Questions (for the week’s topics)

 


View on screencast.com »

Advertisements

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s