ML/AI - Predict using Linear Regression
Have you ever thought about understanding the basic concepts of Machine Learning & AI by doing some simple hands-on activities. In this course, we will focus on Linear Regression Prediction.
Overview
Prerequisites
File to download
Linear Regression
Univariate Linear Regression
Discuss the goal
Visualize Shape of Data
Challenge answer
Visualize plot
Understand the plot
Function that gives the plot
Math functions
Train our model
How it works
Make predictions
Math function
Visualize the function
Terminologies
Evaluate Model
Challenge Problem
Challenge Answer
Recap
Recap continued
Test your Understanding
Challenge answer
Visualize model
Explanation
Training Step Details
Challenge problem
Challenge Answer
Discuss score
Imbalanced Data set
Summary
Congratulations on completing this course!
I liked the thought put into the explanations, challenges and model discussion in this course. All of these aspects helped me learn the strengths and limitat...
Read MoreI liked the thought put into the explanations, challenges and model discussion in this course. All of these aspects helped me learn the strengths and limitations of linear regression in ML
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