Introduction to Python Programming for Hypothesis Testing -Welcome to the Course
Course Introduction
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Introduction to Python Programming for Hypothesis Testing -Introduction to Jupyter and Variables
Module Introduction
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A Note on Coding Alongside the Videos
Python and Jupyter Notebook Basics
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Jupyter Notebook Basics
Setting Up the Environment
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Introduction to Python Programming for Hypothesis Testing -Data Structures for Data Science
Lists
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Dictionaries
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Python Docs: Data Structures
List Comprehensions
Introduction to Python Programming for Hypothesis Testing -Loops and Functions
Loops
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Functions
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Keyword Arguments
Introduction to Python Programming for Hypothesis Testing -Importing Libraries
Libraries and Modules
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Creating a Hypothesis: Numpy, Pandas, and Scikit-Learn-Numpy, Pandas, and Scikit-Learn
Module Introduction
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Deep Dive into Numpy (Part I)
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Deep Dive Into Numpy (Part II)
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Numpy, Pandas, and scikit-learn
Creating a Hypothesis: Numpy, Pandas, and Scikit-Learn-Introduction to Pandas
10 min to Pandas
Introduction to Pandas
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Pandas Deep Dive
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Creating a Hypothesis: Numpy, Pandas, and Scikit-Learn-Combining and Reshaping Data
Joining and Manipulating Dataframes (I)
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Pandas Docs: Reshaping and Combining Data
Joining and Manipulating Dataframes (II)
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Joining and Manipulating Dataframes (III)
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Creating a Hypothesis: Numpy, Pandas, and Scikit-Learn-Grouping and Sorting
Split-Apply-Combine
Python Docs: Sort_values()
Scikit-Learn Revisited: ML for Hypothesis Testing-Introduction to Scikit-Learn
Module Introduction
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Using the Scikit-Learn Docs
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Introduction to scikit-learn
Scikit-Learn Revisited: ML for Hypothesis Testing-Loading and Analyzing Datasets
Loading and Analyzing datasets
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Scikit-Learn Revisited: ML for Hypothesis Testing-Machine Learning in Scikit-Learn (Regression)
Applying Linear Regression (I)
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Train/Test Split and Cross-Validation
Scikit-Learn Revisited: ML for Hypothesis Testing-Machine learning in Scikit-Learn Continued
Math of Machine Learning
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Least Squares
Scikit-Learn Conclusion
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Using Classification to Predict the Presence of Heart Disease-Classification: Predicting Heart Disease
Predicting the Presence of Heart Disease
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