[80% Off]Mathematical Foundations of Machine Learning Coupon

Mathematical Foundations of Machine Learning couon

Get 80% discount on Mathematical Foundations of Machine Learning from Udemy.

Mathematical Foundations of Machine Learning Coupon

Get an exclusive 80% Udemy discount for a limited time

Course Details

Essential Linear Algebra and Calculus Hands-On in NumPy, TensorFlow, and PyTorch

  1. Language: English (US)
  2. Offer: 80% discount
  3. Total Ratings: 4.6
  4. Organization: Udemy
  5. Course Lenght: 16.5 hours on-demand video

What You will learn from this course?

  1. Understand the fundamentals of linear algebra and calculus, critical mathematical subjects underlying all of machine learning and data science
  2. Manipulate tensors using all three of the most important Python tensor libraries: NumPy, TensorFlow, and PyTorch
  3. How to apply all of the essential vector and matrix operations for machine learning and data science
  4. Reduce the dimensionality of complex data to the most informative elements with eigenvectors, SVD, and PCA
  5. Solve for unknowns with both simple techniques (e.g., elimination) and advanced techniques (e.g., pseudoinversion)
  6. Appreciate how calculus works, from first principles, via interactive code demos in Python
  7. Intimately understand advanced differentiation rules like the chain rule
  8. Compute the partial derivatives of machine-learning cost functions by hand as well as with TensorFlow and PyTorch
  9. Grasp exactly what gradients are and appreciate why they are essential for enabling ML via gradient descent
  10. Use integral calculus to determine the area under any given curve
  11. Be able to more intimately grasp the details of cutting-edge machine learning papers
  12. Develop an understanding of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning

About Course Instructor

Dr Jon Krohn is Chief Data Scientist at the machine learning company untapt. He authored the book Deep Learning Illustrated, an instant #1 bestseller that was translated into six languages.

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