In this 2-hour long project-based course, you will learn how to implement Linear Regression using Python and Numpy. Linear Regression is an important, fundamental concept if you want break into Machine Learning and Deep Learning. Even though popular machine learning frameworks have implementations of linear regression available, it's still a great idea to learn to implement it on your own to understand the mechanics of optimization algorithm, and the training process.
Linear Regression with Python
Learn, practice, and apply job-ready skills with expert guidance
4.6
(425 reviews)
Intermediate level
Recommended experience
2 hours
Learn at your own pace
Hands-on learning
What you'll learn
Create a linear model, and implement gradient descent.
Train the linear model to fit given data using gradient descent.
Skills you'll practice
Details to know
Shareable certificate
Add to your LinkedIn profile
Taught in English
No downloads or installation required
Only available on desktop
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About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction
Dataset
Initialize Parameters
Forward Pass
Compute Loss
Backward Pass
Update Parameters
Training Loop
Predictions
Additional Example
Recommended experience
Some programming experience in Python is required. Understanding of the theory behind logistic regression, gradient descent is required.
7 project images
Instructor
Instructor ratings
4.6 (28 ratings)
Offered by
How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Learner reviews
4.6
425 reviews
- 5 stars
65.88%
- 4 stars
27.05%
- 3 stars
5.41%
- 2 stars
0.94%
- 1 star
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Showing 3 of 425
AR
4
Reviewed on Apr 2, 2020
Explain more about what the code do, as I've to google it and try to figure out which wasted a lot of time, thank you
PP
5
Reviewed on May 24, 2020
Great course.
RS
4
Reviewed on Aug 6, 2021
The guided project is nice for the beginners. The only problem I had was to figure out what is the right learning rate for the solution. and I am still not able to figure it out.
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Frequently asked questions
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.