Data Analytics Tutorials

This page lists tutorials that are not included on the page of Python for Hypothesis Testing.

Data Analytics in Python

ANOVA

• Type I, Type II, and Type III ANOVA in Python

Linear Regression

• Use sklearn for linear regression in Python
• Linear Regression: Python Numpy Implementation (Code Example)
• How to Calculate Predicated Y in Linear Regression in Python

Other

• Correlation

Machine Learning

• What is gradient in machine learning? Definition and Examples
• What is gradient descent in machine learning? Definition and Python Example
• Machine Learning: Linear Regression in Python (Code Example)

Applications of Data Analytics

• Correlation Real-World Examples
• Use t-test to analyze financial well-being data
• Use yfinance to get stock prices for free
• Plot stock price time-series data
• Simulate and Compare TQQQ and QQQ

Data Visualization

• Line charts
• Bar charts
• When to use bar charts versus line charts
• Scatter plots
• Difference between Scatter Plots and Line Charts
• Plot Histogram in Python
• Use seaborn to Plot Histogram in Python (3 Examples)
• How to plot a single point in Matplotlib Python
• Tutorial of data visualization using Python
• Plot Two-Way ANOVA in Python
• Plot for Interactions of 2 Categorical Variables in Python (with example)

Other

• nltk: How to remove stop words in Python
• Data Analytics: A beginner’s guide
• LaTex Formula Cheatsheet
• Book List of data analytics and data science
• Python Flashcards
• Built-in Sample Datasets in Python