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homework:2017-py02 [2017/03/07 23:08]
hongxin [Requirements]
homework:2017-py02 [2023/08/19 21:02] (current)
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 +====== Homework 02 ======
  
 +===== Goal =====
 +Represent digits '​3'​ in 2D 
 +  - convert data from the UCI [[http://​archive.ics.uci.edu/​ml/​datasets/​Optical+Recognition+of+Handwritten+Digits|Optical Recognition of Handwritten Digits Data Set]] 
 +  - perform PCA over all digit '​3'​ with 2 components
 +  - plot the PCA results as below (also in page #12 of {{:​2017:​mva2017-component_analysis.pdf|PCA}})
 +
 +{{ :​homework:​3.png |Plot Result}}
 + 
 +===== Requirements =====
 +  - Programming lanuage: python
 +  - Plot the results in [[http://​matplotlib.org/​|matplotlib]]
 +  - Use TensorFlow if possible
 +
 +===== Bonus =====
 +Process this data set (include all digits) in Deep Learning methods, and visualize "​threes"​ in the same way.