Machine Learning

Week 12 Assignment

University Solutions Hub provides Machine Learning Week 12 solution (Machine Learning).

Week 12: Unsupervised Learning using Dimension Reduction

MNIST / Fashion MNIST Image Data

The main objective for this week is to write a fully executed R-Markdown program performing clustering using SOM and LLE on the image data containing MNIST (digits) and Fashion MNIST (apparel) images that are 28 x 28 pixels resolution. Make sure to describe the final hyperparameter settings of all algorithms that were used for comparison purposes.

#Discussions:

• Clustering techniques Part 1
• Describe in detail the difference between SOM and LLE. Which techniques do you think is more effective than K-means clustering.

Note:

Only for knowledge gain and helping to the students(who are facing difficulties when solving to the Assessments/ Home works) with their course support.

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