Introduction to Regression with statsmodels in Python

via

DataCamp

Course Features

Duration

4 hours

Delivery Method

Online

Available on

Limited Access

Accessibility

Mobile, Desktop, Laptop

Language

English

Subtitles

English

Level

Beginner

Teaching Type

Self Paced

Video Content

4 hours

Course Description

Logistic regression and linear regression are two of the most common statistical models. These models are master keys to unlocking the secrets of your data. This course will show you how to solve simple linear and logistic regressions. This course will teach you how to analyze relationships between variables using real-world data. This covers motor insurance claims, Taiwan house prices, fish sizes, as well as other topics. By the end of this course, you will be able use your data to make predictions and measure model performance.

Course Overview

Virtual Labs

International Faculty

Post Course Interactions

Hands-On Training,Instructor-Moderated Discussions

Skills You Will Gain

Prerequisites/Requirements

Introduction to Statistics in Python

Introduction to Data Visualization with Seaborn

What You Will Learn

By the end of this course, you’ll know how to make predictions from your data, quantify model performance, and diagnose problems with model fit

Predict housing prices and ad click-through rate by implementing, analyzing, and interpreting regression analysis in Python

Through hands-on exercises, you’ll explore the relationships between variables in real-world datasets, including motor insurance claims, Taiwan house prices, fish sizes, and more

Course Content

Expand all sections

Module 1: Simple Linear Regression Modeling

Module 2: Predictions and model objects

Module 3: Assessing model fit

Module 4: Simple Logistic Regression Modeling

Course Instructors

Maarten Van den Broeck

Content Developer at DataCamp

Maarten is an aquatic ecologist and teacher by training and a data scientist by profession. After his career as a Ph.D. researcher at KU Leuven, he wished that he had discovered DataCamp sooner. He l...