├── .gitignore ├── CONTRIBUTING.md ├── LICENSE.md ├── README.md ├── Week1 ├── README.md ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week10 ├── README.md ├── assignments │ ├── images │ │ ├── FF_graph.png │ │ ├── common_interests.png │ │ ├── digraph.png │ │ ├── friends_graph.png │ │ ├── from_ord.png │ │ ├── karate_after.png │ │ ├── karate_all.png │ │ ├── karate_friends.png │ │ ├── kevin_bacon.png │ │ ├── multigraph.png │ │ ├── multigraph_all.png │ │ ├── multigraph_edges.png │ │ └── multigraph_nodes.png │ ├── w10p1.ipynb │ ├── w10p2.ipynb │ └── w10p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week11 ├── README.md ├── assignments │ ├── images │ │ ├── dist_air_pred.png │ │ ├── hierarchical_p2.png │ │ └── sample.png │ ├── w11p1.ipynb │ ├── w11p2.ipynb │ └── w11p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week12 ├── README.md ├── assignments │ ├── w12p1.ipynb │ ├── w12p2.ipynb │ └── w12p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week13 ├── README.md ├── assignments │ ├── w13p1.ipynb │ ├── w13p2.ipynb │ └── w13p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week14 ├── README.md ├── assignments │ ├── w14p1.ipynb │ ├── w14p2.ipynb │ └── w14p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week15 ├── README.md ├── index.ipynb └── lesson1.md ├── Week2 ├── README.md ├── assignments │ ├── images │ │ ├── polyfit.png │ │ ├── regplot.png │ │ ├── seaborn_regplot.png │ │ └── statsmodels_ols.png │ ├── w2p1.ipynb │ ├── w2p2.ipynb │ └── w2p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week3 ├── README.md ├── assignments │ ├── images │ │ ├── knn_confusion.png │ │ └── svm_confusion.png │ ├── w3p1.ipynb │ ├── w3p2.ipynb │ └── w3p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week4 ├── README.md ├── assignments │ ├── data │ │ └── wines.csv │ ├── images │ │ ├── roc.png │ │ ├── roc_vs_trees.png │ │ └── w4p3.png │ ├── w4p1.ipynb │ ├── w4p2.ipynb │ └── w4p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week5 ├── README.md ├── assignments │ ├── data │ │ └── delta_reduced.npy │ ├── images │ │ ├── AIRBUS_A319_VIP.png │ │ ├── cluster.png │ │ ├── dist_10_bins.png │ │ ├── dist_50_bins.png │ │ ├── elbow.png │ │ ├── hist_10_bins.png │ │ ├── hist_50_bins.png │ │ ├── kde_scipy.png │ │ ├── kde_sklearn.png │ │ ├── pair_grid_physical.png │ │ ├── pca.png │ │ ├── pca_pair_plot.png │ │ ├── rug_jittered.png │ │ ├── rug_no_jitter.png │ │ ├── var_naive.png │ │ └── var_scaled.png │ ├── w5p1.ipynb │ ├── w5p2.ipynb │ └── w5p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week6 ├── README.md ├── assignments │ ├── data │ │ └── vert_column.csv │ ├── images │ │ ├── PCA1vsPCA2.png │ │ ├── leaf.png │ │ └── vc.png │ ├── w6p1.ipynb │ ├── w6p2.ipynb │ └── w6p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week7 ├── README.md ├── assignments │ ├── data │ │ └── combined_StackOverFlow.txt │ ├── w7p1.ipynb │ ├── w7p2.ipynb │ └── w7p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week8 ├── README.md ├── assignments │ ├── images │ │ ├── france.png │ │ └── table.png │ ├── w8p1.ipynb │ ├── w8p2.ipynb │ └── w8p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── Week9 ├── README.md ├── assignments │ ├── w9p1.ipynb │ ├── w9p2.ipynb │ └── w9p3.ipynb ├── index.ipynb ├── lesson1.md ├── lesson2.md └── lesson3.md ├── help ├── Debugging_flow_chart.pdf ├── Readme.md ├── act_assign_tab.md ├── extra_credit.md ├── images │ ├── Start_peer_assess.png │ ├── assignments_tab.png │ ├── assignments_tab_first_assignment.png │ ├── comments_peer_assess.png │ ├── control_panel.png │ ├── error_example1.png │ ├── error_example2.png │ ├── error_example3.png │ ├── error_example4.png │ ├── error_example5.png │ ├── error_example6.png │ ├── error_example7.png │ ├── error_example8.png │ ├── final_peer_assess.png │ ├── first_peer_assess_q.png │ ├── nbgrader_extension_activate.png │ ├── new_terminal.png │ ├── second_peer_assess_q.png │ ├── submit_assignment.png │ ├── submitted_assignments.png │ └── xkcd_sustainable.png ├── peer_grading_instruct.md └── read_error_mes.md ├── images ├── Draft_Version_picture.png ├── pull_request_0.png ├── pull_request_1.png ├── pull_request_2.png ├── pull_request_3.png └── pull_request_4.png ├── index.ipynb ├── notebooks ├── data │ ├── ham │ │ ├── kmdb.eml │ │ ├── prg.eml │ │ ├── pvc.eml │ │ ├── rw6.eml │ │ ├── rw7.eml │ │ └── w7.eml │ └── spam │ │ ├── add.eml │ │ ├── cnn.eml │ │ ├── lcm.eml │ │ ├── mws.eml │ │ ├── prs.eml │ │ └── vsfih.eml ├── helper_code │ ├── digits.py │ ├── iris.py │ ├── mlplots.py │ ├── tpterms.py │ ├── vlcurves.py │ └── wcviz.py ├── images │ ├── cell-toolbar.png │ ├── html-table.png │ ├── info102-javascript.png │ ├── info102-sections.png │ ├── ipynb-unix.png │ ├── ipython-help.png │ ├── kmeans-wikipedia.png │ ├── spark-console.png │ ├── twitter-access.png │ ├── twitter-agree.png │ ├── twitter-app-signin.png │ ├── twitter-appdetails.png │ ├── twitter-apppage.png │ ├── twitter-appwebpage.png │ ├── twitter-consume.png │ ├── twitter-create.png │ ├── twitter-manage.png │ ├── twitter-ro.png │ └── twitter-signin.png ├── intro2ad.ipynb ├── intro2cassandra.ipynb ├── intro2cluster.ipynb ├── intro2data.ipynb ├── intro2de.ipynb ├── intro2dl.ipynb ├── intro2dr.ipynb ├── intro2dt.ipynb ├── intro2gbt.ipynb ├── intro2hadoop.ipynb ├── intro2ipy.ipynb ├── intro2knn.ipynb ├── intro2lr.ipynb ├── intro2ml.ipynb ├── intro2mongodb.ipynb ├── intro2mr.ipynb ├── intro2na-ga.ipynb ├── intro2na-gc.ipynb ├── intro2na-sm.ipynb ├── intro2nb.ipynb ├── intro2neo4j.ipynb ├── intro2nlp-bc.ipynb ├── intro2nlp-sa.ipynb ├── intro2nlp-tm.ipynb ├── intro2pc.ipynb ├── intro2pig.ipynb ├── intro2pp-bm.ipynb ├── intro2pp-glm.ipynb ├── intro2pp-hm.ipynb ├── intro2regress.ipynb ├── intro2rf.ipynb ├── intro2rs.ipynb ├── intro2sme.ipynb ├── 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