├── .DS_Store ├── .gitattributes ├── .gitignore ├── LICENSE ├── README.md ├── __init__.py ├── analyses ├── __init__.py ├── churn.ipynb └── churn_measurements.py ├── aws ├── __init__.py └── aws.ipynb ├── commands ├── __init__.py ├── linux.ipynb ├── misc.ipynb └── styles │ └── custom.css ├── data ├── churn.csv ├── confusion_matrix.png ├── ozone.csv ├── ozone_copy.csv └── titanic │ ├── genderclassmodel.csv │ ├── genderclassmodel.py │ ├── gendermodel.csv │ ├── gendermodel.py │ ├── myfirstforest.py │ ├── results-rf.csv │ ├── test.csv │ └── train.csv ├── deep-learning ├── deep-dream │ ├── dream.ipynb │ ├── flowers.jpg │ └── sky1024px.jpg ├── tensor-flow-examples │ ├── Setup_TensorFlow.md │ ├── input_data.py │ ├── multigpu_basics.py │ └── notebooks │ │ ├── 1_intro │ │ └── basic_operations.ipynb │ │ ├── 2_basic_classifiers │ │ ├── linear_regression.ipynb │ │ ├── logistic_regression.ipynb │ │ └── nearest_neighbor.ipynb │ │ ├── 3_neural_networks │ │ ├── alexnet.ipynb │ │ ├── convolutional_network.ipynb │ │ ├── multilayer_perceptron.ipynb │ │ └── recurrent_network.ipynb │ │ ├── 4_multi_gpu │ │ └── multigpu_basics.ipynb │ │ └── 5_ui │ │ ├── graph_visualization.ipynb │ │ └── loss_visualization.ipynb ├── tensor-flow-exercises │ ├── 1_notmnist.ipynb │ ├── 2_fullyconnected.ipynb │ ├── 3_regularization.ipynb │ ├── 4_convolutions.ipynb │ ├── 5_word2vec.ipynb │ ├── 6_lstm.ipynb │ ├── Dockerfile │ └── README.md └── theano-tutorial │ ├── intro_theano │ ├── Makefile │ ├── intro_theano.ipynb │ ├── intro_theano.pdf │ ├── logistic_regression.ipynb │ └── utils.py │ ├── rnn_tutorial │ ├── Makefile │ ├── instruction.pdf │ ├── lstm_text.ipynb │ ├── lstm_text.py │ ├── rnn_lstm.pdf │ ├── rnn_precompile.py │ ├── simple_rnn.ipynb │ └── synthetic.py │ ├── scan_tutorial │ ├── scan_ex1_solution.py │ ├── scan_ex2_solution.py │ └── scan_tutorial.ipynb │ └── theano_mlp │ └── theano_mlp.ipynb ├── images ├── README.sketch ├── README_1200x800.gif ├── aws.png ├── commands.png ├── cover.png ├── coversmall.png ├── coversmall_alt.png ├── deep.png ├── k-means.gif ├── kaggle.png ├── keras.jpg ├── matplotlib.png ├── mrjob.png ├── numpy.png ├── pandas.png ├── python.png ├── regex-1.png ├── regex-2.png ├── scikitlearn.png ├── scipy.png ├── spark.png ├── svm.gif ├── tensorflow.png └── theano.png ├── kaggle ├── __init__.py └── titanic.ipynb ├── mapreduce ├── __init__.py ├── mapreduce-python.ipynb ├── mr_s3_log_parser.py └── test_mr_s3_log_parser.py ├── matplotlib ├── 04.00-Introduction-To-Matplotlib.ipynb ├── 04.01-Simple-Line-Plots.ipynb ├── 04.02-Simple-Scatter-Plots.ipynb ├── 04.03-Errorbars.ipynb ├── 04.04-Density-and-Contour-Plots.ipynb ├── 04.05-Histograms-and-Binnings.ipynb ├── 04.06-Customizing-Legends.ipynb ├── 04.07-Customizing-Colorbars.ipynb ├── 04.08-Multiple-Subplots.ipynb ├── 04.09-Text-and-Annotation.ipynb ├── 04.10-Customizing-Ticks.ipynb ├── 04.11-Settings-and-Stylesheets.ipynb ├── 04.12-Three-Dimensional-Plotting.ipynb ├── 04.13-Geographic-Data-With-Basemap.ipynb ├── 04.14-Visualization-With-Seaborn.ipynb ├── 04.15-Further-Resources.ipynb ├── __init__.py ├── matplotlib-applied.ipynb ├── matplotlib.ipynb └── tests │ └── __init__.py ├── misc ├── Algorithmia.ipynb └── regex.ipynb ├── numpy ├── 02.00-Introduction-to-NumPy.ipynb ├── 02.01-Understanding-Data-Types.ipynb ├── 02.02-The-Basics-Of-NumPy-Arrays.ipynb ├── 02.03-Computation-on-arrays-ufuncs.ipynb ├── 02.04-Computation-on-arrays-aggregates.ipynb ├── 02.05-Computation-on-arrays-broadcasting.ipynb ├── 02.06-Boolean-Arrays-and-Masks.ipynb ├── 02.07-Fancy-Indexing.ipynb ├── 02.08-Sorting.ipynb ├── 02.09-Structured-Data-NumPy.ipynb ├── __init__.py ├── numpy.ipynb └── tests │ └── __init__.py ├── pandas ├── 03.00-Introduction-to-Pandas.ipynb ├── 03.01-Introducing-Pandas-Objects.ipynb ├── 03.02-Data-Indexing-and-Selection.ipynb ├── 03.03-Operations-in-Pandas.ipynb ├── 03.04-Missing-Values.ipynb ├── 03.05-Hierarchical-Indexing.ipynb ├── 03.06-Concat-And-Append.ipynb ├── 03.07-Merge-and-Join.ipynb ├── 03.08-Aggregation-and-Grouping.ipynb ├── 03.09-Pivot-Tables.ipynb ├── 03.10-Working-With-Strings.ipynb ├── 03.11-Working-with-Time-Series.ipynb ├── 03.12-Performance-Eval-and-Query.ipynb ├── 03.13-Further-Resources.ipynb ├── __init__.py ├── pandas.ipynb └── tests │ └── __init__.py ├── python-data ├── __init__.py ├── datetime.ipynb ├── files.ipynb ├── functions.ipynb ├── hello_world.txt ├── logs.ipynb ├── pdb.ipynb ├── structs.ipynb ├── structs_utils.ipynb ├── tests │ ├── __init__.py │ ├── test_transform_util.py │ └── test_type_util.py ├── transform_util.py ├── type_util.py └── unit_tests.ipynb ├── scikit-learn ├── __init__.py ├── fig_code │ ├── ML_flow_chart.py │ ├── __init__.py │ ├── data.py │ ├── figures.py │ ├── helpers.py │ ├── linear_regression.py │ ├── scikit-learn.ipynb │ ├── sgd_separator.py │ └── svm_gui.py ├── scikit-learn-gmm.ipynb ├── scikit-learn-intro.ipynb ├── scikit-learn-k-means.ipynb ├── scikit-learn-linear-reg.ipynb ├── scikit-learn-pca.ipynb ├── scikit-learn-random-forest.ipynb ├── scikit-learn-svm.ipynb ├── scikit-learn-validation.ipynb └── tests │ └── __init__.py ├── scipy ├── 2002FemPreg.dat.gz ├── 2002FemPreg.dct ├── __init__.py ├── effect_size.ipynb ├── first.py ├── hypothesis.ipynb ├── nsfg.py ├── sampling.ipynb ├── tests │ └── __init__.py ├── thinkplot.py └── thinkstats2.py └── spark ├── __init__.py ├── hdfs.ipynb └── spark.ipynb /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitattributes: -------------------------------------------------------------------------------- 1 | *.ipynb linguist-language=Python 2 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/README.md -------------------------------------------------------------------------------- /__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /analyses/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /analyses/churn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/analyses/churn.ipynb -------------------------------------------------------------------------------- /analyses/churn_measurements.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/analyses/churn_measurements.py -------------------------------------------------------------------------------- /aws/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /aws/aws.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/aws/aws.ipynb -------------------------------------------------------------------------------- /commands/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /commands/linux.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/commands/linux.ipynb -------------------------------------------------------------------------------- /commands/misc.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/commands/misc.ipynb -------------------------------------------------------------------------------- /commands/styles/custom.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/commands/styles/custom.css -------------------------------------------------------------------------------- /data/churn.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/churn.csv -------------------------------------------------------------------------------- /data/confusion_matrix.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/confusion_matrix.png -------------------------------------------------------------------------------- /data/ozone.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/ozone.csv -------------------------------------------------------------------------------- /data/ozone_copy.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/ozone_copy.csv -------------------------------------------------------------------------------- /data/titanic/genderclassmodel.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/genderclassmodel.csv -------------------------------------------------------------------------------- /data/titanic/genderclassmodel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/genderclassmodel.py -------------------------------------------------------------------------------- /data/titanic/gendermodel.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/gendermodel.csv -------------------------------------------------------------------------------- /data/titanic/gendermodel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/gendermodel.py -------------------------------------------------------------------------------- /data/titanic/myfirstforest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/myfirstforest.py -------------------------------------------------------------------------------- /data/titanic/results-rf.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/results-rf.csv -------------------------------------------------------------------------------- /data/titanic/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/test.csv -------------------------------------------------------------------------------- /data/titanic/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/data/titanic/train.csv -------------------------------------------------------------------------------- /deep-learning/deep-dream/dream.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/deep-dream/dream.ipynb -------------------------------------------------------------------------------- /deep-learning/deep-dream/flowers.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/deep-dream/flowers.jpg -------------------------------------------------------------------------------- /deep-learning/deep-dream/sky1024px.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/deep-dream/sky1024px.jpg -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/Setup_TensorFlow.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/Setup_TensorFlow.md -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/input_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/input_data.py -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/multigpu_basics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/multigpu_basics.py -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/1_intro/basic_operations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/1_intro/basic_operations.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/linear_regression.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/logistic_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/logistic_regression.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/nearest_neighbor.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/2_basic_classifiers/nearest_neighbor.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/3_neural_networks/alexnet.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/alexnet.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/3_neural_networks/convolutional_network.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/convolutional_network.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/3_neural_networks/multilayer_perceptron.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/multilayer_perceptron.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/3_neural_networks/recurrent_network.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/3_neural_networks/recurrent_network.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/4_multi_gpu/multigpu_basics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/4_multi_gpu/multigpu_basics.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/5_ui/graph_visualization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/5_ui/graph_visualization.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-examples/notebooks/5_ui/loss_visualization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-examples/notebooks/5_ui/loss_visualization.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/1_notmnist.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/1_notmnist.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/2_fullyconnected.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/2_fullyconnected.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/3_regularization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/3_regularization.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/4_convolutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/4_convolutions.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/5_word2vec.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/5_word2vec.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/6_lstm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/6_lstm.ipynb -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/Dockerfile -------------------------------------------------------------------------------- /deep-learning/tensor-flow-exercises/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/tensor-flow-exercises/README.md -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/intro_theano/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/intro_theano/Makefile -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/intro_theano/intro_theano.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/intro_theano/intro_theano.ipynb -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/intro_theano/intro_theano.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/intro_theano/intro_theano.pdf -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/intro_theano/logistic_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/intro_theano/logistic_regression.ipynb -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/intro_theano/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/intro_theano/utils.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/Makefile -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/instruction.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/instruction.pdf -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/lstm_text.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/lstm_text.ipynb -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/lstm_text.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/lstm_text.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/rnn_lstm.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/rnn_lstm.pdf -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/rnn_precompile.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/rnn_precompile.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/simple_rnn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/simple_rnn.ipynb -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/rnn_tutorial/synthetic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/rnn_tutorial/synthetic.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/scan_tutorial/scan_ex1_solution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/scan_tutorial/scan_ex1_solution.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/scan_tutorial/scan_ex2_solution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/scan_tutorial/scan_ex2_solution.py -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/scan_tutorial/scan_tutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/scan_tutorial/scan_tutorial.ipynb -------------------------------------------------------------------------------- /deep-learning/theano-tutorial/theano_mlp/theano_mlp.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/deep-learning/theano-tutorial/theano_mlp/theano_mlp.ipynb -------------------------------------------------------------------------------- /images/README.sketch: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/README.sketch -------------------------------------------------------------------------------- /images/README_1200x800.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/README_1200x800.gif -------------------------------------------------------------------------------- /images/aws.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/aws.png -------------------------------------------------------------------------------- /images/commands.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/commands.png -------------------------------------------------------------------------------- /images/cover.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/cover.png -------------------------------------------------------------------------------- /images/coversmall.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/coversmall.png -------------------------------------------------------------------------------- /images/coversmall_alt.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/coversmall_alt.png -------------------------------------------------------------------------------- /images/deep.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/deep.png -------------------------------------------------------------------------------- /images/k-means.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/k-means.gif -------------------------------------------------------------------------------- /images/kaggle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/kaggle.png -------------------------------------------------------------------------------- /images/keras.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/keras.jpg -------------------------------------------------------------------------------- /images/matplotlib.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/matplotlib.png -------------------------------------------------------------------------------- /images/mrjob.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/mrjob.png -------------------------------------------------------------------------------- /images/numpy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/numpy.png -------------------------------------------------------------------------------- /images/pandas.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/pandas.png -------------------------------------------------------------------------------- /images/python.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/python.png -------------------------------------------------------------------------------- /images/regex-1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/regex-1.png -------------------------------------------------------------------------------- /images/regex-2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/regex-2.png -------------------------------------------------------------------------------- /images/scikitlearn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/scikitlearn.png -------------------------------------------------------------------------------- /images/scipy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/scipy.png -------------------------------------------------------------------------------- /images/spark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/spark.png -------------------------------------------------------------------------------- /images/svm.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/svm.gif -------------------------------------------------------------------------------- /images/tensorflow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/tensorflow.png -------------------------------------------------------------------------------- /images/theano.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/images/theano.png -------------------------------------------------------------------------------- /kaggle/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /kaggle/titanic.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/kaggle/titanic.ipynb -------------------------------------------------------------------------------- /mapreduce/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /mapreduce/mapreduce-python.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/mapreduce/mapreduce-python.ipynb -------------------------------------------------------------------------------- /mapreduce/mr_s3_log_parser.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/mapreduce/mr_s3_log_parser.py -------------------------------------------------------------------------------- /mapreduce/test_mr_s3_log_parser.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/mapreduce/test_mr_s3_log_parser.py -------------------------------------------------------------------------------- /matplotlib/04.00-Introduction-To-Matplotlib.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.00-Introduction-To-Matplotlib.ipynb -------------------------------------------------------------------------------- /matplotlib/04.01-Simple-Line-Plots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.01-Simple-Line-Plots.ipynb -------------------------------------------------------------------------------- /matplotlib/04.02-Simple-Scatter-Plots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.02-Simple-Scatter-Plots.ipynb -------------------------------------------------------------------------------- /matplotlib/04.03-Errorbars.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.03-Errorbars.ipynb -------------------------------------------------------------------------------- /matplotlib/04.04-Density-and-Contour-Plots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.04-Density-and-Contour-Plots.ipynb -------------------------------------------------------------------------------- /matplotlib/04.05-Histograms-and-Binnings.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.05-Histograms-and-Binnings.ipynb -------------------------------------------------------------------------------- /matplotlib/04.06-Customizing-Legends.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.06-Customizing-Legends.ipynb -------------------------------------------------------------------------------- /matplotlib/04.07-Customizing-Colorbars.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.07-Customizing-Colorbars.ipynb -------------------------------------------------------------------------------- /matplotlib/04.08-Multiple-Subplots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.08-Multiple-Subplots.ipynb -------------------------------------------------------------------------------- /matplotlib/04.09-Text-and-Annotation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.09-Text-and-Annotation.ipynb -------------------------------------------------------------------------------- /matplotlib/04.10-Customizing-Ticks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.10-Customizing-Ticks.ipynb -------------------------------------------------------------------------------- /matplotlib/04.11-Settings-and-Stylesheets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.11-Settings-and-Stylesheets.ipynb -------------------------------------------------------------------------------- /matplotlib/04.12-Three-Dimensional-Plotting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.12-Three-Dimensional-Plotting.ipynb -------------------------------------------------------------------------------- /matplotlib/04.13-Geographic-Data-With-Basemap.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.13-Geographic-Data-With-Basemap.ipynb -------------------------------------------------------------------------------- /matplotlib/04.14-Visualization-With-Seaborn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.14-Visualization-With-Seaborn.ipynb -------------------------------------------------------------------------------- /matplotlib/04.15-Further-Resources.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/04.15-Further-Resources.ipynb -------------------------------------------------------------------------------- /matplotlib/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /matplotlib/matplotlib-applied.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/matplotlib-applied.ipynb -------------------------------------------------------------------------------- /matplotlib/matplotlib.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/matplotlib/matplotlib.ipynb -------------------------------------------------------------------------------- /matplotlib/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /misc/Algorithmia.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/misc/Algorithmia.ipynb -------------------------------------------------------------------------------- /misc/regex.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/misc/regex.ipynb -------------------------------------------------------------------------------- /numpy/02.00-Introduction-to-NumPy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.00-Introduction-to-NumPy.ipynb -------------------------------------------------------------------------------- /numpy/02.01-Understanding-Data-Types.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.01-Understanding-Data-Types.ipynb -------------------------------------------------------------------------------- /numpy/02.02-The-Basics-Of-NumPy-Arrays.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.02-The-Basics-Of-NumPy-Arrays.ipynb -------------------------------------------------------------------------------- /numpy/02.03-Computation-on-arrays-ufuncs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.03-Computation-on-arrays-ufuncs.ipynb -------------------------------------------------------------------------------- /numpy/02.04-Computation-on-arrays-aggregates.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.04-Computation-on-arrays-aggregates.ipynb -------------------------------------------------------------------------------- /numpy/02.05-Computation-on-arrays-broadcasting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.05-Computation-on-arrays-broadcasting.ipynb -------------------------------------------------------------------------------- /numpy/02.06-Boolean-Arrays-and-Masks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.06-Boolean-Arrays-and-Masks.ipynb -------------------------------------------------------------------------------- /numpy/02.07-Fancy-Indexing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.07-Fancy-Indexing.ipynb -------------------------------------------------------------------------------- /numpy/02.08-Sorting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.08-Sorting.ipynb -------------------------------------------------------------------------------- /numpy/02.09-Structured-Data-NumPy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/02.09-Structured-Data-NumPy.ipynb -------------------------------------------------------------------------------- /numpy/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /numpy/numpy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/numpy/numpy.ipynb -------------------------------------------------------------------------------- /numpy/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pandas/03.00-Introduction-to-Pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.00-Introduction-to-Pandas.ipynb -------------------------------------------------------------------------------- /pandas/03.01-Introducing-Pandas-Objects.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.01-Introducing-Pandas-Objects.ipynb -------------------------------------------------------------------------------- /pandas/03.02-Data-Indexing-and-Selection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.02-Data-Indexing-and-Selection.ipynb -------------------------------------------------------------------------------- /pandas/03.03-Operations-in-Pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.03-Operations-in-Pandas.ipynb -------------------------------------------------------------------------------- /pandas/03.04-Missing-Values.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.04-Missing-Values.ipynb -------------------------------------------------------------------------------- /pandas/03.05-Hierarchical-Indexing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.05-Hierarchical-Indexing.ipynb -------------------------------------------------------------------------------- /pandas/03.06-Concat-And-Append.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.06-Concat-And-Append.ipynb -------------------------------------------------------------------------------- /pandas/03.07-Merge-and-Join.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.07-Merge-and-Join.ipynb -------------------------------------------------------------------------------- /pandas/03.08-Aggregation-and-Grouping.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.08-Aggregation-and-Grouping.ipynb -------------------------------------------------------------------------------- /pandas/03.09-Pivot-Tables.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.09-Pivot-Tables.ipynb -------------------------------------------------------------------------------- /pandas/03.10-Working-With-Strings.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.10-Working-With-Strings.ipynb -------------------------------------------------------------------------------- /pandas/03.11-Working-with-Time-Series.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.11-Working-with-Time-Series.ipynb -------------------------------------------------------------------------------- /pandas/03.12-Performance-Eval-and-Query.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.12-Performance-Eval-and-Query.ipynb -------------------------------------------------------------------------------- /pandas/03.13-Further-Resources.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/03.13-Further-Resources.ipynb -------------------------------------------------------------------------------- /pandas/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /pandas/pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/pandas/pandas.ipynb -------------------------------------------------------------------------------- /pandas/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /python-data/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /python-data/datetime.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/datetime.ipynb -------------------------------------------------------------------------------- /python-data/files.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/files.ipynb -------------------------------------------------------------------------------- /python-data/functions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/functions.ipynb -------------------------------------------------------------------------------- /python-data/hello_world.txt: -------------------------------------------------------------------------------- 1 | hello world! -------------------------------------------------------------------------------- /python-data/logs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/logs.ipynb -------------------------------------------------------------------------------- /python-data/pdb.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/pdb.ipynb -------------------------------------------------------------------------------- /python-data/structs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/structs.ipynb -------------------------------------------------------------------------------- /python-data/structs_utils.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/structs_utils.ipynb -------------------------------------------------------------------------------- /python-data/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /python-data/tests/test_transform_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/tests/test_transform_util.py -------------------------------------------------------------------------------- /python-data/tests/test_type_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/tests/test_type_util.py -------------------------------------------------------------------------------- /python-data/transform_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/transform_util.py -------------------------------------------------------------------------------- /python-data/type_util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/type_util.py -------------------------------------------------------------------------------- /python-data/unit_tests.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/python-data/unit_tests.ipynb -------------------------------------------------------------------------------- /scikit-learn/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scikit-learn/fig_code/ML_flow_chart.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/ML_flow_chart.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/__init__.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/data.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/figures.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/figures.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/helpers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/helpers.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/linear_regression.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/scikit-learn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/scikit-learn.ipynb -------------------------------------------------------------------------------- /scikit-learn/fig_code/sgd_separator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/sgd_separator.py -------------------------------------------------------------------------------- /scikit-learn/fig_code/svm_gui.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/fig_code/svm_gui.py -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-gmm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-gmm.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-intro.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-intro.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-k-means.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-k-means.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-linear-reg.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-linear-reg.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-pca.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-pca.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-random-forest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-random-forest.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-svm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-svm.ipynb -------------------------------------------------------------------------------- /scikit-learn/scikit-learn-validation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scikit-learn/scikit-learn-validation.ipynb -------------------------------------------------------------------------------- /scikit-learn/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scipy/2002FemPreg.dat.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/2002FemPreg.dat.gz -------------------------------------------------------------------------------- /scipy/2002FemPreg.dct: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/2002FemPreg.dct -------------------------------------------------------------------------------- /scipy/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scipy/effect_size.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/effect_size.ipynb -------------------------------------------------------------------------------- /scipy/first.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/first.py -------------------------------------------------------------------------------- /scipy/hypothesis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/hypothesis.ipynb -------------------------------------------------------------------------------- /scipy/nsfg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/nsfg.py -------------------------------------------------------------------------------- /scipy/sampling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/sampling.ipynb -------------------------------------------------------------------------------- /scipy/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scipy/thinkplot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/thinkplot.py -------------------------------------------------------------------------------- /scipy/thinkstats2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/scipy/thinkstats2.py -------------------------------------------------------------------------------- /spark/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /spark/hdfs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/spark/hdfs.ipynb -------------------------------------------------------------------------------- /spark/spark.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bansalkanav/data-science-ipython-notebooks/HEAD/spark/spark.ipynb --------------------------------------------------------------------------------