hw4: README updated

hw4/README.md

@@ -0,0 +1,84 @@
+# HW4
+There are 3 parts
+
+First part, it's a PCA implementation 
+Second part, its a word2vec implementation 
+Third part, it's a dimension fuess game(?) 
+
+About the thrid problems, there's description below: 
+>In this assignment, you have to predict the intrinsic dimension of the given sets of data points. Each set contains 10k ~ 100k data points. The data points were sampled from a Standard Normal Distribution in the intrinsic dimension (that corresponds to the particular set) and then are embedded into a higher dimension via a 3-layer neural network, with ELU activation in the first two layers and linear activation in the last layer. There are 200 sets in total.
+
+## Kagge Link
+<https://inclass.kaggle.com/c/ntu-ml2017-spring-hw4> 
+
+## Data Link
+<http:https://140.112.41.83:8000/data.npz> 
+
+### requirement.txt
+```
+numpy
+scipy
+Pillow
+scikit-learn
+matplotlib==1.5.3
+Cython
+word2vec
+nltk
+adjustText
+```
+
+## Reading reference:
+### [problem 1]
+<http:https://stackoverflow.com/questions/17182656/how-do-i-iterate-through-the-alphabet-in-python-please> 
+<https://wellecks.wordpress.com/tag/eigenfaces/> 
+<http:https://www.scipy-lectures.org/advanced/image_processing/#opening-and-writing-to-image-files> 
+
+<https://docs.scipy.org/doc/numpy/reference/generated/numpy.linalg.svd.html> 
+<https://docs.scipy.org/doc/numpy-1.10.1/reference/generated/numpy.load.html> 
+
+<https://docs.python.org/dev/library/argparse.html#dest> 
+
+<https://github.com/matplotlib/matplotlib/issues/1852> 
+
+
+### [problem 2]
+<http:https://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html> 
+<https://docs.python.org/2/library/os.path.html> 
+<https://docs.python.org/3/library/functions.html#any> 
+<https://github.com/Phlya/adjustText/blob/master/examples/Examples.ipynb> 
+<http:https://stackoverflow.com/questions/14432557/matplotlib-scatter-plot-with-different-text-at-each-data-point> 
+<http:https://stackoverflow.com/questions/14770735/changing-figure-size-with-subplots> 
+<https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot> 
+
+#### NLTK
+<http:https://www.nltk.org/data.html> 
+<http:https://www.nltk.org/book/ch05.html> 
+
+#### word2vec
+<https://github.com/danielfrg/word2vec/blob/master/examples/word2vec.ipynb> 
+<https://github.com/danielfrg/word2vec/blob/master/word2vec/scripts_interface.py> 
+<https://www.quora.com/What-is-hierarchical-softmax> 
+<https://arxiv.org/abs/1411.2738> 
+
+### [problem 3]
+<https://air.unimi.it/retrieve/handle/2434/247716/336817/phd_unimi_R09470.pdf> 
+
+<https://docs.scipy.org/doc/numpy/reference/generated/numpy.random.permutation.html> 
+<http:https://scikit-learn.org/stable/modules/neighbors.html> 
+<http:https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html#sklearn.neighbors.NearestNeighbors.fit> 
+
+<https://www.quora.com/Can-sklearn-algorithms-take-advantage-of-multi-core-machine> 
+<https://www.quora.com/Does-scikit-learn-support-parallelism> 
+
+<https://docs.scipy.org/doc/numpy/reference/generated/numpy.argwhere.html#numpy.argwhere> 
+<https://docs.scipy.org/doc/numpy/reference/generated/numpy.savez.html> 
+
+
+#### np.matmul = @ v.s. np.dot
+<http:https://stackoverflow.com/questions/6392739/what-does-the-at-symbol-do-in-python> 
+<http:https://stackoverflow.com/questions/34142485/difference-between-numpy-dot-and-python-3-5-matrix-multiplication> 
+<http:https://stackoverflow.com/questions/33982359/why-does-numpy-dot-behave-in-this-way/33982622> 
+<http:https://stackoverflow.com/questions/41124979/how-using-dot-or-matmul-function-for-iterative-multiplication-in-python> 
+
+#### matplotlib $DISPLAY error on work station
+<http:https://stackoverflow.com/questions/2801882/generating-a-png-with-matplotlib-when-display-is-undefined>