Python Data Science: Regression & Forecasting
Learn Python for data science and machine learning, and build regression & forecast models w/ a top Python instructor!
4.81 (386 reviews)
4 312
students
8.5 hours
content
Nov 2024
last update
$19.99
regular price
What you will learn
Master the machine learning foundations for regression analysis in Python
Perform exploratory data analysis on model features, the target, and relationships between them
Build and interpret simple and multiple linear regression models with Statsmodels and Scikit-Learn
Evaluate model performance using tools like hypothesis tests, residual plots, and mean error metrics
Diagnose and fix violations to the assumptions of linear regression models
Tune and test your models with data splitting, validation and cross validation, and model scoring
Leverage regularized regression algorithms to improve test model performance & accuracy
Employ time series analysis techniques to identify trends & seasonality, perform decomposition, and forecast future values
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5517074
udemy ID
23/08/2023
course created date
16/09/2023
course indexed date
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