├── Advanced_Machine_Learning_Topics ├── Recommendation_System │ ├── Recommendation_Engine.ipynb │ └── data │ │ ├── ml-1m │ │ ├── README │ │ ├── movies.dat │ │ ├── ratings.dat │ │ └── users.dat │ │ ├── movielens_test.csv │ │ ├── movielens_train.csv │ │ ├── my_generated_movielens_test.csv │ │ └── my_generated_movielens_train.csv └── Time_Series_Analysis │ ├── 0. 10 minutes to Pandas.ipynb │ ├── 01. Dates & Times.ipynb │ ├── 02. Time Zone Handling.ipynb │ ├── 03. Reading and working with time-based data.ipynb │ ├── 04. Resampling.ipynb │ ├── 05. Moving Window Functions.ipynb │ ├── 06. Practicum.ipynb │ ├── 07. Self Correlation.ipynb │ ├── 08. Trend & Seasonality.ipynb │ ├── 09. Forecasting.ipynb │ ├── 09a. AR + MA processes.ipynb │ ├── data │ ├── 50words_TEST.csv │ ├── AirPassengers.csv │ ├── Earthquakes.csv │ └── ao_monthly.txt │ ├── placeholder │ └── snippets │ ├── ambig.py │ ├── changerep.py │ ├── confirm.py │ ├── custom_rolling.py │ ├── daterange.py │ ├── dtwdistance.py │ ├── euclidedistance.py │ ├── nearestmean.py │ ├── prac1.py │ ├── prac2.py │ ├── prac3.py │ ├── prac4.py │ ├── prac5.py │ ├── prac6.py │ ├── prac7.py │ ├── prac8.py │ ├── readtime.py │ ├── resample_rolling.py │ ├── shift_future.py │ ├── startend.py │ ├── try1.py │ └── window_funcs_try.py ├── Data_Wrangling ├── data_wrangling_json │ ├── data │ │ ├── world_bank_projects.json │ │ └── world_bank_projects_less.json │ └── json_exercise.ipynb └── data_wrangling_xml │ ├── data │ ├── mondial_database.xml │ └── mondial_database_less.xml │ ├── mondial-ER.pdf │ ├── mondial-RS.pdf │ ├── mondial-abh.pdf │ └── xml_exercise.ipynb ├── Exploratory_Data_Analysis ├── Seaborn_Visualization.ipynb ├── data_hospital_readmissions │ ├── data │ │ └── cms_hospital_readmissions.csv │ └── inferential_statistics_exercise_3_hospital_readmissions.ipynb ├── data_human_temperature │ ├── data │ │ └── human_body_temperature.csv │ └── inferential_statistics_exercise_1_human_temperatures.ipynb └── data_racial_discrimination │ ├── data │ └── us_job_market_discrimination.dta │ └── inferential_statistics_exercise_2_racial_discrimination.ipynb ├── Machine_Learning_Exercises ├── clustering │ ├── Mini_Project_Clustering.ipynb │ └── WineKMC.xlsx ├── linear_regression │ ├── Mini_Project_Linear_Regression.ipynb │ └── images │ │ ├── conditionalmean.png │ │ ├── cs109gitflow3.png │ │ └── shuttle.png ├── logistic_regression │ ├── Mini_Project_Logistic_Regression.ipynb │ ├── data │ │ └── 01_heights_weights_genders.csv │ └── images │ │ ├── bias.png │ │ ├── complexity-error-plot.png │ │ ├── complexity-error-reg.png │ │ ├── data.png │ │ ├── knn1.png │ │ ├── knn2.png │ │ ├── linreg.png │ │ ├── linsep.png │ │ ├── onelinesplit.png │ │ ├── pcanim.gif │ │ ├── reshape.jpg │ │ ├── sklearn2.jpg │ │ ├── sklearntrans.jpg │ │ ├── train-cv2.png │ │ ├── train-cv3.png │ │ ├── train-test.png │ │ ├── train-validate-test-cont.png │ │ ├── train-validate-test.png │ │ └── train-validate-test3.png └── naive_bayes │ ├── Mini_Project_Naive_Bayes.ipynb │ ├── callibration.png │ ├── critics.csv │ ├── terms.png │ ├── terms2.png │ └── vsm.png ├── MapReduce_with_Spark ├── pyspark.ipynb └── sparklect │ ├── english.stop.txt │ ├── functions.png │ ├── shakes │ ├── asyoulikeit.txt │ ├── coriolanus.txt │ ├── hamlet.txt │ ├── juliuscaesar.txt │ ├── kinglear.txt │ ├── kingrichard3.txt │ ├── macbeth.txt │ ├── measureformeasure.txt │ ├── merchantofvenice.txt │ ├── midsummersnightdream.txt │ ├── othello.txt │ ├── romeojuliet.txt │ ├── tamingshrew.txt │ ├── titusandronicus.txt │ └── twelfthnight.txt │ ├── spark.md │ ├── sparkcluster.png │ ├── sparkflow.png │ └── sparkflow2.png ├── README.md └── Take_Home_Challenges ├── Amazon_Product_Challenge ├── 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