Visualizing and Munging Stock Data-Orientation
Course overview
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Grading Criteria
Getting started with Jupyter Notebook
Visualizing and Munging Stock Data-Introduction
1.0 Module Introduction
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1.1 Packages for Data Analysis
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Visualizing and Munging Stock Data-Importing Data
1.2 Importing data
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pd.read_csv or pd.DataFrame.from_csv
Visualizing and Munging Stock Data-Basics of DataFrame
1.3 Basics of Dataframe
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Visualizing and Munging Stock Data-Generate new variables in Dataframe
1.4 Generate new variables in Dataframe
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Visualizing and Munging Stock Data-Building a simple trading strategy!
1.5 Trading Strategy
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Random variables and distribution-Introduction
2.0 Module Introduction
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Random variables and distribution-Outcomes and Random Variables
2.1 Outcomes and Random Variables
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Random variables and distribution-Frequency and Distribution
2.2 Frequency and Distributions
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Random variables and distribution-Models of Stock Return
2.3 Models of Distribution
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Sampling and Inference -Introduction
3.0 Introduction
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Sampling and Inference -Population and Sample
3.1 Population and Sample
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Sampling and Inference -Variation of Sample - Understand Distribution of Sample Mean
3.2 Variation of Sample
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Sampling and Inference -Confidence Interval - Estimate the average stock return
3.3 Confidence Interval
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Sampling and Inference -Hypothesis Testing - Validate the claim of average stock return
3.4 Hypothesis Testing
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P-value
Linear Regression Models for Financial Analysis-Introduction
4.0 Introduction
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Linear Regression Models for Financial Analysis-Association of random variables
4.1 Association of random variables
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Linear Regression Models for Financial Analysis-Simple Linear Regression
4.2 Simple linear regression model
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Linear Regression Models for Financial Analysis-Diagnostics of Models
4.3 Diagnostic of linear regression model
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Linear Regression Models for Financial Analysis-Multiple Linear Regression - Generate a signal based trading strategy
4.4 Multiple linear regression model
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Linear Regression Models for Financial Analysis-Evaluate the strategy
4.5 Evaluate the strategy
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Linear Regression Models for Financial Analysis-Farewell
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