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updated requirements.txt file
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Exercise1/Data/ex1data1.txt

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Exercise1/Data/ex1data2.txt

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Exercise1/Figures/dataset1.png

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Exercise1/Figures/learning_rate.png

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Exercise2/Data/ex2data1.txt

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Exercise2/utils.py

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Exercise3/Data/ex3data1.mat

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Exercise3/Data/ex3weights.mat

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Exercise4/Data/ex4data1.mat

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Exercise4/Data/ex4weights.mat

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Exercise4/Figures/ex4-backpropagation.png

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Exercise4/Figures/neural_network.png

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Exercise5/Data/ex4data1.mat

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Exercise5/Data/ex4weights.mat

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Exercise5/Data/ex5data1.mat

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Exercise5/Figures/linear_fit.png

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Exercise5/utils.py

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Exercise6/Data/emailSample1.txt

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Exercise6/Data/ex6data1.mat

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Exercise6/Data/spamSample1.txt

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Exercise6/Data/spamTest.mat

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Exercise6/Data/spamTrain.mat

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Exercise6/Data/vocab.txt

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Exercise6/Figures/dataset1.png

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Exercise6/Figures/svm_predictors.png

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Exercise6/utils.py

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Exercise7/Data/bird_small.mat

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Exercise7/Data/ex7data1.mat

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Exercise7/Data/ex7faces.mat

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Exercise7/Figures/kmeans_result.png

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Exercise7/Figures/pca_components.png

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Exercise7/utils.py

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Exercise8/Data/ex8_movieParams.mat

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Exercise8/Data/ex8_movies.mat

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Exercise8/Data/ex8data1.mat

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Exercise8/Data/movie_ids.txt

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README.md

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machinelearning.jpg

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requirements.txt

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Original file line numberDiff line numberDiff line change
@@ -1,174 +1,68 @@
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alabaster==0.7.10
2-
anaconda-client==1.6.3
3-
anaconda-navigator==1.6.2
4-
anaconda-project==0.6.0
5-
asn1crypto==0.22.0
6-
astroid==1.4.9
7-
astropy==2.0.1
8-
Babel==2.4.0
9-
backports.shutil-get-terminal-size==1.0.0
10-
backports.weakref==1.0rc1
11-
beautifulsoup4==4.6.0
12-
bitarray==0.8.1
13-
blaze==0.10.1
14-
bleach==1.5.0
15-
bokeh==0.12.13
16-
boto==2.46.1
17-
Bottleneck==1.2.1
18-
cffi==1.10.0
19-
chardet==3.0.3
20-
click==6.7
21-
cloudpickle==0.2.2
22-
clyent==1.2.2
23-
colorama==0.3.9
24-
conda==4.4.8
25-
contextlib2==0.5.5
26-
coverage==4.4.1
27-
cryptography==1.8.1
1+
appdirs==1.4.3
2+
asn1crypto==0.24.0
3+
attrs==18.1.0
4+
Automat==0.7.0
5+
backcall==0.1.0
6+
bleach==2.1.4
7+
certifi==2018.8.13
8+
cffi==1.11.5
9+
constantly==15.1.0
10+
cryptography==2.3.1
2811
cycler==0.10.0
29-
Cython==0.25.2
30-
cytoolz==0.8.2
31-
dask==0.14.3
32-
datashape==0.5.4
33-
decorator==4.1.2
34-
distributed==1.16.3
35-
docutils==0.13.1
36-
entrypoints==0.2.2
37-
et-xmlfile==1.0.1
38-
fastcache==1.0.2
39-
Flask==0.12.2
40-
Flask-Cors==3.0.2
41-
future==0.16.0
42-
gevent==1.2.1
43-
greenlet==0.4.12
44-
h5py==2.7.0
45-
HeapDict==1.0.0
46-
html5lib==0.9999999
47-
idna==2.5
48-
imagesize==0.7.1
49-
ipdb==0.10.3
50-
ipdbplugin==1.4.5
51-
ipykernel==4.6.1
52-
ipython==6.2.0
12+
decorator==4.3.0
13+
entrypoints==0.2.3
14+
html5lib==1.0.1
15+
hyperlink==18.0.0
16+
idna==2.7
17+
incremental==17.5.0
18+
ipykernel==4.8.2
19+
ipython==6.5.0
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ipython-genutils==0.2.0
54-
ipywidgets==6.0.0
55-
isort==4.2.5
56-
itsdangerous==0.24
57-
jdcal==1.3
58-
jedi==0.11.0
59-
Jinja2==2.9.6
21+
ipywidgets==7.4.0
22+
jedi==0.12.1
23+
Jinja2==2.10
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jsonschema==2.6.0
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jupyter==1.0.0
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jupyter-client==5.0.1
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jupyter-console==5.1.0
64-
jupyter-contrib-core==0.3.3
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jupyter-contrib-nbextensions==0.3.3
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jupyter-core==4.3.0
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jupyter-highlight-selected-word==0.1.0
68-
jupyter-latex-envs==1.4.1
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jupyter-nbextensions-configurator==0.3.0
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jupyterthemes==0.17.8
71-
Keras==2.0.8
72-
lazy-object-proxy==1.2.2
73-
lesscpy==0.12.0
74-
llvmlite==0.20.0
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locket==0.2.0
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lxml==4.1.1
77-
Mako==1.0.7
78-
Markdown==2.6.9
79-
MarkupSafe==0.23
26+
jupyter-client==5.2.3
27+
jupyter-console==5.2.0
28+
jupyter-core==4.4.0
29+
MarkupSafe==1.0
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matplotlib==2.1.2
81-
mistune==0.7.4
82-
mpmath==0.19
83-
msgpack-python==0.4.8
84-
multipledispatch==0.4.9
85-
navigator-updater==0.1.0
31+
mistune==0.8.3
32+
mkl-fft==1.0.4
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mkl-random==1.0.1
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nbconvert==5.3.1
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nbformat==4.4.0
88-
networkx==1.11
89-
nltk==3.2.3
90-
nose==1.3.7
91-
notebook==5.0.0
92-
numba==0.35.0
93-
numexpr==2.6.2
94-
numpy==1.13.1
95-
numpydoc==0.6.0
96-
odo==0.5.0
97-
olefile==0.44
98-
openpyxl==2.4.7
99-
packaging==16.8
100-
pandas==0.20.3
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pandocfilters==1.4.1
102-
paramiko==2.1.2
103-
parso==0.1.0
104-
partd==0.3.8
105-
pathlib2==2.2.1
106-
patsy==0.4.1
107-
pep8==1.7.0
108-
pexpect==4.2.1
36+
notebook==5.6.0
37+
numpy==1.13.3
38+
pandocfilters==1.4.2
39+
parso==0.3.1
40+
pexpect==4.6.0
10941
pickleshare==0.7.4
110-
Pillow==5.0.0
111-
ply==3.10
42+
prometheus-client==0.3.1
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prompt-toolkit==1.0.15
113-
protobuf==3.4.0
114-
psutil==5.2.2
115-
ptyprocess==0.5.2
116-
py==1.4.33
117-
pyasn1==0.2.3
118-
pycosat==0.6.3
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pycparser==2.17
120-
pycrypto==2.6.1
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pycurl==7.43.0
122-
pyflakes==1.5.0
44+
ptyprocess==0.6.0
45+
pyasn1==0.4.4
46+
pyasn1-modules==0.2.2
47+
pycparser==2.18
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Pygments==2.2.0
124-
pygpu==0.6.9
125-
pylint==1.6.4
126-
pyodbc==4.0.16
127-
pyOpenSSL==17.0.0
49+
pyOpenSSL==18.0.0
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pyparsing==2.2.0
129-
pytest==3.0.7
130-
python-dateutil==2.6.1
131-
pytz==2017.2
132-
PyWavelets==0.5.2
133-
PyYAML==3.12
134-
pyzmq==16.0.2
135-
QtAwesome==0.4.4
136-
qtconsole==4.3.0
137-
QtPy==1.2.1
138-
requests==2.14.2
139-
rope-py3k==0.9.4.post1
140-
scikit-image==0.13.0
141-
scikit-learn==0.19.0
142-
scipy==0.19.1
143-
scons==3.0.0a20170821
144-
seaborn==0.7.1
51+
python-dateutil==2.7.3
52+
pytz==2018.5
53+
pyzmq==17.1.2
54+
qtconsole==4.3.1
55+
scipy==1.1.0
56+
Send2Trash==1.5.0
57+
service-identity==17.0.0
14558
simplegeneric==0.8.1
146-
singledispatch==3.4.0.3
14759
six==1.11.0
148-
snowballstemmer==1.2.1
149-
sortedcollections==0.5.3
150-
sortedcontainers==1.5.7
151-
Sphinx==1.5.6
152-
spyder==3.1.4
153-
SQLAlchemy==1.1.9
154-
statsmodels==0.8.0
155-
sympy==1.0
156-
tables==3.4.2
157-
tblib==1.3.2
158-
tensorflow==1.3.0
159-
tensorflow-tensorboard==0.1.5
160-
terminado==0.6
161-
testpath==0.3
162-
Theano==0.9.0
163-
toolz==0.8.2
164-
tornado==4.5.1
60+
terminado==0.8.1
61+
testpath==0.3.1
62+
tornado==5.1
16563
traitlets==4.3.2
166-
unicodecsv==0.14.1
64+
Twisted==18.7.0
16765
wcwidth==0.1.7
168-
Werkzeug==0.12.2
169-
widgetsnbextension==2.0.0
170-
wrapt==1.10.10
171-
xlrd==1.0.0
172-
XlsxWriter==0.9.6
173-
xlwt==1.2.0
174-
zict==0.1.2
66+
webencodings==0.5.1
67+
widgetsnbextension==3.4.0
68+
zope.interface==4.5.0

submission.py

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