Guess the MYSTERY course 🎁

1

Setting up Git and GitHub

Data School

2

Navigating a GitHub Repository - Part 1

Data School

3

Forking a GitHub Repository

Data School

4

Creating a New GitHub Repository

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5

Copying a GitHub Repository to Your Local Computer

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6

Committing Changes in Git and Pushing to a GitHub Repository

Data School

7

Syncing Your GitHub Fork

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8

Allstate Purchase Prediction Challenge on Kaggle

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9

Troubleshooting: Updates Rejected When Pushing to GitHub

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10

Hands-on dplyr tutorial for faster data manipulation in R

Data School

11

ROC Curves and Area Under the Curve (AUC) Explained

Data School

12

Going deeper with dplyr: New features in 0.3 and 0.4 (tutorial)

Data School

13

What is machine learning, and how does it work?

Data School

14

Setting up Python for machine learning: scikit-learn and Jupyter Notebook

Data School

15

Getting started in scikit-learn with the famous iris dataset

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16

Training a machine learning model with scikit-learn

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17

Comparing machine learning models in scikit-learn

Data School

18

Data science in Python: pandas, seaborn, scikit-learn

Data School

19

Selecting the best model in scikit-learn using cross-validation

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20

How to find the best model parameters in scikit-learn

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21

How to evaluate a classifier in scikit-learn

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22

What is pandas? (Introduction to the Q&A series)

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23

How do I read a tabular data file into pandas?

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24

How do I select a pandas Series from a DataFrame?

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25

Why do some pandas commands end with parentheses (and others don't)?

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26

How do I rename columns in a pandas DataFrame?

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27

How do I remove columns from a pandas DataFrame?

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28

How do I sort a pandas DataFrame or a Series?

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29

How do I filter rows of a pandas DataFrame by column value?

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30

How do I apply multiple filter criteria to a pandas DataFrame?

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31

Your pandas questions answered!

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32

How do I use the "axis" parameter in pandas?

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33

How do I use string methods in pandas?

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34

How do I change the data type of a pandas Series?

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35

When should I use a "groupby" in pandas?

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36

How do I explore a pandas Series?

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37

How do I handle missing values in pandas?

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38

What do I need to know about the pandas index? (Part 1)

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39

What do I need to know about the pandas index? (Part 2)

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40

How do I select multiple rows and columns from a pandas DataFrame?

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41

Machine Learning with Text in scikit-learn (PyCon 2016)

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42

When should I use the "inplace" parameter in pandas?

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43

How do I make my pandas DataFrame smaller and faster?

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44

How do I use pandas with scikit-learn to create Kaggle submissions?

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45

More of your pandas questions answered!

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46

How do I create dummy variables in pandas?

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47

How do I work with dates and times in pandas?

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48

How do I find and remove duplicate rows in pandas?

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49

How do I avoid a SettingWithCopyWarning in pandas?

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50

How do I change display options in pandas?

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51

How do I create a pandas DataFrame from another object?

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52

How do I apply a function to a pandas Series or DataFrame?

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53

Getting started with machine learning in Python (webcast)

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54

Q&A about Machine Learning with Text (online course)

Data School

55

Your pandas questions answered! (webcast)

Data School

56

Machine Learning with Text in scikit-learn (PyData DC 2016)

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57

Write Pythonic Code for Better Data Science (webcast)

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58

Web scraping in Python (Part 1): Getting started

Data School

59

Web scraping in Python (Part 2): Parsing HTML with Beautiful Soup

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60

Web scraping in Python (Part 3): Building a dataset

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