This course was created with the
course builder. Create your online course today.
Start now
Create your course
with
Autoplay
Autocomplete
Previous Lesson
Complete and Continue
Interpreting Data Using Statistical Models with Python
Course Overview
01.Course Overview (1:59)
Understanding Inferential Statistics
01.Module Overview (1:29)
02.Prerequisites and Course Outline (1:20)
03.Descriptive Statistics to Summarize Data (4:36)
04.Introducing Hypothesis Testing (5:00)
05.Lady Tasting Tea (4:50)
06.The Power, Alpha and p-value of a Statistical Test (2:33)
07.Introducing the t-test (4:04)
08.One Sample Location t-test and the Z-Test (3:13)
09.Other Types of t-tests (6:03)
10.One-way ANOVA (6:35)
11.Two-way ANOVA (2:48)
12.Pearson's Chi2 Test (4:16)
13.Module Summary (1:36)
Performing Hypothesis Testing in Python
01.Module Overview (1:15)
02.Demo Preparing Data for Hypothesis Testing (7:48)
03.Demo Performing the Independent t-test (6:33)
04.Demo Performing Welch's t-test (7:11)
05.Demo Performing the Paired Difference t-test (5:11)
06.Demo One-way ANOVA and Tukey's Honest Significant Difference Test (5:29)
07.Demo Two-way ANOVA (7:40)
08.Demo Chi2 Analysis (7:38)
09.Module Summary (1:20)
Implementing Predictive Models for Continuous Data
01.Module Overview (1:12)
02.Introducing Linear Regression (3:54)
03.Minimizing Mean Square Error (3:23)
04.Multiple Regression and Adjusted R-square (4:28)
05.Demo Preparing Data for Simple Linear Regression (5:56)
06.Demo Linear ..Techniques (4:54)
07.Demo Visualizing Correlations in Data (3:12)
08.Demo Selecting..Using Correlations (5:03)
09.Demo Selecting Mutual Information (1:40)
10.Module Summary (1:18)
Implementing Predictive Models for Categorical Data
01.Module Overview (1:40)
02.The Intuition behind Logistic Regression (6:12)
03.Logistic Regression and Linear Regression (3:00)
04.Accuracy, Precision, and Recall (5:41)
05.Demo Performing Classification Using Logistic Regression (5:49)
06.Demo Selecting..Information (6:15)
07.Summary and Further Study (1:51)
Exercise_file
06.Demo Selecting..Information
Lesson content locked
If you're already enrolled,
you'll need to login
.
Enroll in Course to Unlock