Mathematics for Machine Learning: Multivariate Calculus
by
Coursera
This course on Mathematics for Machine Learning: Multivariate Calculus teaches Mathematics for Machine Learning: Multivariate Calculus fundamentals through 2 interactive modules. If you are , then this course is for you. You can access this course on web and mobile, it’s available in language.
Mathematics for Machine Learning: Multivariate Calculus
by
Coursera
This course on Mathematics for Machine Learning: Multivariate Calculus teaches Mathematics for Machine Learning: Multivariate Calculus fundamentals through 2 interactive modules. If you are , then this course is for you. You can access this course on web and mobile. This complete course is available in language.
Learn new concepts from professionals in the field.
Acquire a basic understanding of a topic or skill
Gain practical project experience to enhance employability.
Obtain a career certificate that can be shared.
Topics you will learn
What is calculus?
10 videos
Welcome to Multivariate Calculus
Welcome to Module 1!
Functions
Rise Over Run
Definition of a derivative
Differentiation examples and special cases
Product rule
Chain rule
Taming a beast
See you next module!
4 readings
About Imperial College and the team
How to be successful in this course
Grading Policy
Additional Readings and Helpful References
6 quizzes
Unleashing the toolbox
Matching functions visually
Matching the graph of a function to the graph of its derivative
Let's differentiate some functions
Practicing the product rule
Practicing the chain rule
1 discussion prompt
Nice to meet you!
1 plugin
Pre-course Survey
Multivariate calculus
9 videos
Welcome to Module 2!
Variables, constants and context
Differentiate with respect to anything
The Jacobian
Jacobian applied
The Sandpit
The Hessian
Reality is hard
See you next module!
5 quizzes
Assessment: Jacobians and Hessians
Practicing partial differentiation
Calculating the Jacobian
Bigger Jacobians!
Calculating Hessians
2 ungraded labs
The Sandpit
The Sandpit - Part 2
Multivariate chain rule and its applications
6 videos
Welcome to Module 3!
Multivariate chain rule
More multivariate chain rule
Simple neural networks
More simple neural networks
See you next module!
3 quizzes
Multivariate chain rule exercise
Simple Artificial Neural Networks
Training Neural Networks
1 programming assignment
Backpropagation
1 discussion prompt
I ❤️ backpropagation
1 ungraded lab
Backpropagation
Taylor series and linearisation
9 videos
Welcome to Module 4!
Building approximate functions
Power series
Power series derivation
Power series details
Examples
Linearisation
Multivariate Taylor
See you next module!
5 quizzes
Taylor Series Assessment
Matching functions and approximations
Applying the Taylor series
Taylor series - Special cases
2D Taylor series
1 plugin
Visualising Taylor Series
Intro to optimisation
4 videos
Welcome to Module 5!
Gradient Descent
Constrained optimisation
See you next module!
4 quizzes
Checking Newton-Raphson
Optimisation scenarios
Newton-Raphson in one dimension
Lagrange multipliers
1 discussion prompt
Steepest strategies
1 ungraded lab
Gradient descent in a sandpit
Regression
4 videos
Simple linear regression
General non linear least squares
Doing least squares regression analysis in practice
Wrap up of this course
1 reading
Did you like the course? Let us know!
2 quizzes
Linear regression
Fitting a non-linear function
1 programming assignment
Fitting the distribution of height data
1 ungraded lab
Fitting the distribution of heights data
1 plugin
Post-course Survey
Course Offerings
Certificate you will get
Certificate Features
Your certificate can be embedded on your own website or shared on social networking sites like LinkedIn.
Employers can verify the legitimacy of each certificate using the special verification URL that is included with it.
Pre Requsites
Curious Mind to learn new concepts
Strong internet connection
After this Course
Course is for
No results found.
FAQ's
When will I have access to the lectures and assignments?
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option: The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
What is the refund policy?
If you subscribed, you get a 7-day free trial during which you can cancel at no penalty. After that, we don’t give refunds, but you can cancel your subscription at any time. See our full refund policyOpens in a new tab.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
To purchase this course you can click on the Enroll Now button it will redirect you to course page, and on that page you can buy Mathematics for Machine Learning: Multivariate Calculus course.
