Mathematical Foundations of Machine Learning
Coupon Verified on November 12th, 2025
Students : 134,078
Duration : 16.5 hours
Avg Rating : 4.7 (7,359 ratings)
Original Price : $119.99
Discount Price : $12
Instructor / Provider : Nouman Azam, Udemy
Course Type : Self Paced Online Course. Lifetime Access
Coupon : Click on ENROLL NOW to apply discount code
What you’ll learn
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Understand the fundamentals of linear algebra and calculus, critical mathematical subjects underlying all of machine learning and data science
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Manipulate tensors using all three of the most important Python tensor libraries: NumPy, TensorFlow, and PyTorch
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How to apply all of the essential vector and matrix operations for machine learning and data science
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Reduce the dimensionality of complex data to the most informative elements with eigenvectors, SVD, and PCA
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Solve for unknowns with both simple techniques (e.g., elimination) and advanced techniques (e.g., pseudoinversion)
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Appreciate how calculus works, from first principles, via interactive code demos in Python
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Intimately understand advanced differentiation rules like the chain rule
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Compute the partial derivatives of machine-learning cost functions by hand as well as with TensorFlow and PyTorch
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Grasp exactly what gradients are and appreciate why they are essential for enabling ML via gradient descent
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Use integral calculus to determine the area under any given curve
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Be able to more intimately grasp the details of cutting-edge machine learning papers
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Develop an understanding of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning
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Is Mathematical Foundations of Machine Learning free download available?
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Can I get a refund for the Mathematical Foundations of Machine Learning course, If I purchased with a coupon?
Yes, Udemy offers a 30-day money-back guarantee for all courses purchased on the website, even if you used a coupon to purchase the course.
If enrollment is done using a discount coupon, will a certificate be provided?
Yes. A certificate of completion is issued for Mathematical Foundations of Machine Learning after successful completion, as it is a paid Udemy course, regardless of whether enrollment was completed using a discount coupon.
