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Homework 3
AnneMGal edited this page May 11, 2017
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- Week 3 README
- Chapters 1, 2, and 8 of Programming Collective Intelligence (ebook available for free via NYU library)
- KNN in Python with scikit Learn
- Rebecca Fiebrink's Machine Learning for Musicians and Artists Session 1 on Classification
- Rebecca Fiebrink's Machine Learning for Musicians and Artists Session 2 on Regression
- How to do Gradient Descent in Python by Siraj
- If you would like to take a break from coding, you may use this week's assignment to research and prepare a dataset to use with a supervised learning machine learning algorithm. Create a blog post about the dataset, where did you find it, what format is it in, and how can you transform it into "input vectors" as we discussed in class?
- Using the similarity algorithm as a model, come up with a way to visualize the similarity score between data points. Try using a different data set that you find or make up.
- Create a recommendation system using somthing other than movie ratings. You can use the movie recommender example as a model and swap out the data with something else.
- Can you get the movie recommender example to work with the larger movielens dataset? What issues do you run into?
- Expand on the nearest neighbor music example to create a musical interface. What if instead of sound generated through user interaction, tones are played based on the movement of particles through the canvas?
- Document your work on the web and link to it below.
- Add any questions below:
- your question here -name
- Name - assignment - any notes
- Sejo - kNN Dances (Dijkstra Dances) - Blog post 1 (Random traversals) Blog post 2 (Dijkstra's Algorithm)
- Yun - Oriental Bamboo Flute
- Ondina - K-NN Seeds
- Siman - Food recommender
- Phil - KNN Visualization | Download executable
- Laura - Nearest Neighbor Arrow Controls
- Koji - Subway Entrances Data set
- Richard color regression - blog
- Zach - prospective data sets
- Name - assignment - any notes
- Mithru - Movie recommender - expanded - WIP
- Lisa - KNN Animation, Documentation
- Cris - Should I connect to wifi or go to a gallery?
- Jesal - Wine Data Set
- Hayley - Near_Neighbor_Music by motion
- Ada - OneNN Music
- Patrick - Pollen dataset
- Ji Young - Bouncing Ball Music
- Anne-Michelle Gallero - Blog/DataSets