├── .gitignore ├── HW0.ipynb ├── HW0_solutions.ipynb ├── HW1.ipynb ├── HW1_solutions.ipynb ├── HW2.ipynb ├── HW2_solutions.ipynb ├── HW3.ipynb ├── HW3_solutions.ipynb ├── HW4.ipynb ├── HW4_solutions.ipynb ├── HW5.ipynb ├── HW5_solutions.ipynb ├── InstructionsForAmazonEMR.ipynb ├── LICENSE ├── README.md ├── computesim.py ├── computesim2.py ├── imdb_top_10000.txt ├── labs ├── lab10 │ ├── Lab_10.ipynb │ ├── final_lab_images.pdf │ ├── svm.csv │ ├── test.csv │ ├── train.csv │ └── yeastall_public.txt ├── lab2 │ ├── Lab_2_A_Johanna.ipynb │ ├── Lab_2_A_Live.ipynb │ ├── Lab_2_A_Live_Ray_Final.ipynb │ ├── Lab_2_B.ipynb │ ├── Lab_2_B_Live.ipynb │ ├── README.md │ ├── cs109style.py │ └── custom.css ├── lab3 │ ├── Italy.png │ ├── data │ │ └── olive.csv │ ├── lab3.ipynb │ └── lab3full.ipynb ├── lab4 │ ├── Lab4.ipynb │ ├── Lab4full.ipynb │ └── data │ │ ├── US_Unemployment_Oct2012.csv │ │ ├── census_demographics.csv │ │ ├── chall-damage.png │ │ ├── chall-table.png │ │ ├── chall.txt │ │ ├── images │ │ ├── images │ │ │ ├── checks │ │ │ │ ├── th (1).jpeg │ │ │ │ ├── th (10).jpeg │ │ │ │ ├── th (11).jpeg │ │ │ │ ├── th (12).jpeg │ │ │ │ ├── th (13).jpeg │ │ │ │ ├── th (14).jpeg │ │ │ │ ├── th (15).jpeg │ │ │ │ ├── th (16).jpeg │ │ │ │ ├── th (17).jpeg │ │ │ │ ├── th (18).jpeg │ │ │ │ ├── th (19).jpeg │ │ │ │ ├── th (2).jpeg │ │ │ │ ├── th (20).jpeg │ │ │ │ ├── th (21).jpeg │ │ │ │ ├── th (22).jpeg │ │ │ │ ├── th (23).jpeg │ │ │ │ ├── th (24).jpeg │ │ │ │ ├── th (25).jpeg │ │ │ │ ├── th (26).jpeg │ │ │ │ ├── th (27).jpeg │ │ │ │ ├── th (28).jpeg │ │ │ │ ├── th (29).jpeg │ │ │ │ ├── th (3).jpeg │ │ │ │ ├── th (30).jpeg │ │ │ │ ├── th (31).jpeg │ │ │ │ ├── th (32).jpeg │ │ │ │ ├── th (33).jpeg │ │ │ │ ├── th (34).jpeg │ │ │ │ ├── th (35).jpeg │ │ │ │ ├── th (4).jpeg │ │ │ │ ├── th (5).jpeg │ │ │ │ ├── th (6).jpeg │ │ │ │ ├── th (7).jpeg │ │ │ │ ├── th (8).jpeg │ │ │ │ ├── th (9).jpeg │ │ │ │ └── th.jpeg │ │ │ └── dollars │ │ │ │ ├── th (1).jpeg │ │ │ │ ├── th (10).jpeg │ │ │ │ ├── th (11).jpeg │ │ │ │ ├── th (12).jpeg │ │ │ │ ├── th (13).jpeg │ │ │ │ ├── th (14).jpeg │ │ │ │ ├── th (15).jpeg │ │ │ │ ├── th (16).jpeg │ │ │ │ ├── th (17).jpeg │ │ │ │ ├── th (18).jpeg │ │ │ │ ├── th (19).jpeg │ │ │ │ ├── th (2).jpeg │ │ │ │ ├── th (20).jpeg │ │ │ │ ├── th (21).jpeg │ │ │ │ ├── th (22).jpeg │ │ │ │ ├── th (23).jpeg │ │ │ │ ├── th (24).jpeg │ │ │ │ ├── th (25).jpeg │ │ │ │ ├── th (26).jpeg │ │ │ │ ├── th (27).jpeg │ │ │ │ ├── th (28).jpeg │ │ │ │ ├── th (29).jpeg │ │ │ │ ├── th (3).jpeg │ │ │ │ ├── th (30).jpeg │ │ │ │ ├── th (31).jpeg │ │ │ │ ├── th (32).jpeg │ │ │ │ ├── th (33).jpeg │ │ │ │ ├── th (34).jpeg │ │ │ │ ├── th (35).jpeg │ │ │ │ ├── th (36).jpeg │ │ │ │ ├── th (37).jpeg │ │ │ │ ├── th (38).jpeg │ │ │ │ ├── th (39).jpeg │ │ │ │ ├── th (4).jpeg │ │ │ │ ├── th (40).jpeg │ │ │ │ ├── th (41).jpeg │ │ │ │ ├── th (42).jpeg │ │ │ │ ├── th (43).jpeg │ │ │ │ ├── th (44).jpeg │ │ │ │ ├── th (45).jpeg │ │ │ │ ├── th (46).jpeg │ │ │ │ ├── th (47).jpeg │ │ │ │ ├── th (48).jpeg │ │ │ │ ├── th (49).jpeg │ │ │ │ ├── th (5).jpeg │ │ │ │ ├── th (50).jpeg │ │ │ │ ├── th (6).jpeg │ │ │ │ ├── th (7).jpeg │ │ │ │ ├── th (8).jpeg │ │ │ │ ├── th (9).jpeg │ │ │ │ └── th.jpeg │ │ └── query_bing_images.py │ │ ├── myclusters.csv │ │ ├── partisan_voting.csv │ │ ├── pcavsfit.png │ │ └── shuttle.png ├── lab5 │ ├── Lab5.ipynb │ └── data │ │ ├── bias-variance-error.png │ │ ├── lc-hb.png │ │ ├── lc-hv.png │ │ ├── olive.csv │ │ └── reg-bias-variance.png ├── lab6 │ ├── BayesLinear.ipynb │ └── _multivariate.py ├── lab7 │ └── GibbsSampler.ipynb ├── lab8 │ ├── anagrams.py │ ├── baseball_friends.csv │ ├── friend_affiliations.py │ ├── generate_friends.py │ ├── lab8_mapreduce.ipynb │ ├── most_used_word.py │ ├── names.txt │ ├── word_count.py │ └── word_list.txt └── lab9 │ ├── lab_9.ipynb │ ├── lab_9_with_answers.ipynb │ └── linkedin_alexander_lex.csv ├── lec_03_statistical_graphs.ipynb ├── lec_03_statistical_graphs_mpl_default.ipynb ├── lec_04_scraping.ipynb ├── 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