Description
Math 0-1: Calculus for Data Science & Machine Learning, the calculus training course for data science and machine learning is published by Udemy Academy. Jasban is one of the most important prerequisites for machine learning. It is necessary to understand the probability and statistics that form the foundation of data science. Backward Compatibility, the learning algorithm behind deep learning and neural networks, is actually math with just a fancy name. If you want to do machine learning beyond copying library code from blogs and tutorials, you need to know calculus. Calculus is usually divided into 3 periods, which take about 1.5 years to complete. Fortunately, I’ve refined these tutorials only where necessary, so you can learn everything you need to.
This course will include calculus 1 (limits, derivatives and the most important derivative rules), calculus 2 (integral) and calculus 3 (vector calculus). The course will even include machine learning-based material that you wouldn’t normally see in a typical college course. We’ll even demonstrate many of the concepts in this course using the Python programming language (don’t worry, you don’t need to know Python for this course). In other words, this course covers the most practical and impactful topics instead of the dry and old version of calculus and provides you with skills that are directly applicable to machine learning and data science, so you can Start using them today.
What you will learn
- Limit, definition of derivative limit, first derivatives
- Derivative rules (chain rule, product rule, out-of-part rule, implicit differentiation)
- Integral, area under the curve, basic theorem of differential and integral calculus
- Calculus, partial derivatives, gradient, Jacobian, Hessian, steepest ascent
- Optimization (maximum or minimum) of a function
- Law l‘Hopital
- Newton’s method
Who is this course suitable for?
- Anyone who wants to learn calculus quickly
- Students and professionals interested in machine learning and data science who struggle with its mathematics
Details of the Math 0-1 course: Calculus for Data Science & Machine Learning
At the beginning of the course chapters on 12/2023
Course prerequisites
- Firm understanding of high school math
Pictures
Sample video
Installation guide
After Extract, view with your favorite Player.
English subtitle
Quality: 720p
Changes:
Version 8/2023 compared to 2023/2 has increased the number of 14 lessons and the duration of 2 hours and 17 minutes. English subtitles have also been added to the course.
download link
File(s) password: www.downloadly.ir
Size
4.46 GB
Be the first to comment