Complete Linear Algebra for Data Science & Machine Learning
Great.
With 22+ hours of content and 200+ video lessons, this course covers everything in Linear Algebra, from start till the end.
Every concept is explained in simple language, and Quizzes and Assignments (with solutions. ) help you test your concepts as you proceed.
Whether you're a student, or a professional or a Math enthusiast, this course walks you through the core concepts of Linear Algebra in an easy and fun way.
· Operations on a single matrix, e.g. scalar multiplication, transpose, determinant, adjoint etc.
· Operations on two matrices, including addition, subtraction and multiplication
· Performing elementary row operations and finding Echelon Forms (REF & RREF)
· Inverses, including invertible and singular matrices, and the Cofactor method
· Solving systems of equations using matrices & inverse matrices, including Cramer’s rule to solve AX = B
· Performing Gauss-Jordan elimination
· Properties of determinants and how to utilize them to gain insights
· Matrices as vectors, including vector addition and subtraction, Head-to-Tail rule, components, magnitude and midpoint of a vector
· Linear combinations of vectors and span
· Vector spaces, including dimensions, Euclidean spaces, closure properties and axioms
· Subspace and Null-space of a matrix, matrix-vector products
· Spanning set for a vector space and linear dependence
· Basis and standard basis, and checking if a set of given vectors forms the basis for a vector space
· Eigenvalues and Eigenvectors, including how to find Eigenvalues and the corresponding Eigenvectors
· Basic algebra concepts (as a BONUS)
· And so much more….. Everything is taught from scratch, and no prior knowledge is assumed.Solved Examples: Every topic is explained with the help of solved examples, from start to end. This problem-based approach is great, especially for beginners who want to practice their Math concepts while learning.Quizzes: When you think you have understood a concept well, test it by taking the relevant quiz. If you pass, awesome. Otherwise review the suggested lessons and retake the quiz, or ask for help in the Q/A section.Assignments: Multiple assignments offer you a chance for additional practice by solving sets of relevant and insightful problems (with solutions provided)By the end of this course, you'll feel confident and comfortable with all the Linear Algebra topics discussed in this course.
· Linear Algebra is a prerequisite for many lucrative careers, including Data Science, Artificial Intelligence, Machine Learning, Financial Math, Data Engineering etc.
· Being proficient in Linear Algebra will open doors for you to many high-in-demand careers
I took this Linear Algebra class at University of Illinois at Urbana Champaign, one of the Top-5 Engineering Schools in the country, and I have tried to follow the same standards while designing this course.
I have taught various Math and Engineering courses for more than 10 years at schools across US, Asia and Africa. I strongly believe that I have the ability to breakdown complex concepts into easily understandable chunks of information for you.
I provide premium support for all my students - so if you ever get stuck or have a question, just post it to the course dashboard and I'll be there to help you out in a prompt and friendly way.
My goal is to make this the best Linear Algebra and Math course online, and I'll do anything possible to help you learn. I needed to get a better understanding and a good base of Linear Algebra for Data Science and Machine Learning and Kashif absolutely delivered. This is definitely a Zero to Hero course on Linear Algebra in my opinion, and would highly recommend this to anyone who is on the same path as I am. Nothing but appreciation for this author.
” – I. Valderrama“Wish I had found this earlier” - Dan“Great explanations. Solid teaching” - J. P. Baugh“Excellent course. The course material is really good, explanation is really clear and every new concept is provided with examples that make the experience even better. The instructor always takes the time to answer questions poster in Q&A. New material is constantly added to course. Thank you. ” – K. GeageaYOU'Feel free to check out the course outline below or watch the free preview lessons. Or go ahead and enroll now.
I can’t wait for you to get started with Linear Algebra.
Cheers,Kashif
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Rating | 4.5★ based on 73 ratings |
---|---|
Length | 18 total hours |
Starts | On Demand (Start anytime) |
Cost | $17 |
From | Udemy |
Instructors | Kashif A., Kashif Altaf, A. Zulfiqar |
Download Videos | Only via the Udemy mobile app |
Language | English |
Subjects | Data Science |
Tags | Data Science Development Software Engineering |
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What people are saying
so far
going good so far.
So far so good.
So far it looks like it's a good course, fairly simple and straight to the point with details I need to know.
Other than that, I enjoying the course so far.
Easy to understand and clearly explained So far excellent.
Thank you for creating course.. Really enjoyed watching so far.
So far very easy to follow Too Verbose So far, very easy to follow.
hard to understand the teacher, so far so getting engaged in a new field seems more difficult.
So far instructor does a thorough job of explaining how each step works.
Good course so far.
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linear algebra
A comprehensive course on linear algebra, in which most concepts are taught in understandable way.
I'm actually learning how to solve problems with Linear Algebra, it's alot of fun Its just what i need to get started again on Matrix Starting from vectors and on, 0 real world examples to visualize what vectors look like, how to know for which problem you would use them to solve it, etc.
wish I had found this earlier The teacher taught linear algebra in rigorous detail.
This is definitely a Zero to Hero course on Linear Algebra in my opinion, and would highly recommend this to anyone who is on the same path as I am.
Overall a good start to linear algebra, but I find the part of inverse of matrices is way to simple.
The instructor's pace is comfortable for a total beginner to the topic of linear algebra and he's examples are easy to understand.
The instructor gives a good comprehensive overview of linear algebra.
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data science
Simple and refreshing, a beginner for journey to understand math for data science.
A truly good course on Linear Algebra for Data Science.
It's aimed at the right level, I'm am learning data science and I needed to start from the very basics.
I was completely out in this subject “ algebra for data science “ it was like an impossible mission for me to understand until i found this course , it’s q complete course full of exercises, summary that won’t let get lost at all , Thank you so much teacher, keep it up So far So good.
Nice course for learning about Data Science Excellent Till now the basic are covered good Really easy to understand and follow.
I needed to get a better understanding and a good base of Linear Algebra for Data Science and Machine Learning and Kashif absolutely delivered.
Read more
really good
This course is really good for the beginners.
The course material is really good, the explanation is really clear and every new concept is provided with examples that make the experience even better!
Read more
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Rating | 4.5★ based on 73 ratings |
---|---|
Length | 18 total hours |
Starts | On Demand (Start anytime) |
Cost | $17 |
From | Udemy |
Instructors | Kashif A., Kashif Altaf, A. Zulfiqar |
Download Videos | Only via the Udemy mobile app |
Language | English |
Subjects | Data Science |
Tags | Data Science Development Software Engineering |
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