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Course Description

In this course, you are introduced to and implement the Perceptron algorithm, a linear classifier that was developed at Cornell in 1957. Through the exploration of linear and logistic regression, you will learn to estimate probabilities that remain true to the problem settings. By using gradient descent, we minimize loss functions. Ultimately, you will apply these skills to build a email spam classifier.

The following courses are required to be completed before taking this course:

  • Problem-Solving with Machine Learning
  • Estimating Probability Distributions

Faculty Author

Kilian Weinberger

Benefits to the Learner

  • Apply linear machine learning algorithms to solve classification and regression problems
  • Identify the applicability, assumptions, and limitations of linear classifiers
  • Implement the Perceptron algorithm for linear classification
  • Choose an appropriate loss function for a given data set
  • Use Gradient Descent to minimize loss functions
  • Build a linear classifier for email spam classification

Target Audience

  • Programmers
  • Developers
  • Data analysts
  • Statisticians
  • Data scientists
  • Software engineers

Applies Towards the Following Certificates

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Enroll Now - Select a section to enroll in
Type
2 week
Dates
Nov 20, 2024 to Dec 03, 2024
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Dec 04, 2024 to Dec 17, 2024
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Dec 18, 2024 to Dec 31, 2024
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jan 01, 2025 to Jan 14, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jan 15, 2025 to Jan 28, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jan 29, 2025 to Feb 11, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Feb 12, 2025 to Feb 25, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Feb 26, 2025 to Mar 11, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Mar 12, 2025 to Mar 25, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Mar 26, 2025 to Apr 08, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Apr 09, 2025 to Apr 22, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Apr 23, 2025 to May 06, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
May 07, 2025 to May 20, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
May 21, 2025 to Jun 03, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jun 04, 2025 to Jun 17, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jun 18, 2025 to Jul 01, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jul 02, 2025 to Jul 15, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jul 16, 2025 to Jul 29, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Jul 30, 2025 to Aug 12, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Aug 27, 2025 to Sep 09, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Sep 24, 2025 to Oct 07, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Oct 22, 2025 to Nov 04, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Nov 19, 2025 to Dec 02, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

Type
2 week
Dates
Dec 17, 2025 to Dec 30, 2025
Total Number of Hours
18.0
Course Fee(s)
Regular Price $1,199.00
Section Notes

IMPORTANT COURSE INFORMATION

  • Please note the content in the Machine Learning course curriculum was developed to be completed in sequential order as course concepts build throughout the program. With this in mind, please be sure you are scheduled to complete or have completed the courses in order. For example; CIS531 prior to CIS532, CIS532 prior to CIS533, etc.

  • This program also includes two additional self-paced linear algebra courses to assist you in your coursework. You will be automatically enrolled in the courses and can access them at any time before or during your Machine Learning program. If you need to refresh your linear algebra skills, it is highly recommended that you access these additional resources prior to the start of your first course.

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