Linear Algebra for Data Science & Machine learning in Python
What you'll learn
- Complete Understanding of Python from Scratch
- NumPy Array, NumPy Operations
- Pandasn and Numpy for Data Analysis
- DataFrames, Pandas Series, Pandas Matrix
- Learn Numpy and Pandas Library
- Understand The Basics of Linear Algebra And Have A Solid Foundation In Linear Algebra
- Understand how to use Python to do linear algebra operations
- Understand Linear regression
Requirements
- Basic High School Math
Description
In this course, We will explain the essentials of Linear Algebra and everything that you need to understand the basics of linear algebra as well as explain Python from Scratch.
We will cover content such as:
Python 3 Basics to Advanced Level
Numpy Library and Pandas Library
Matrices and Linear System of Equations
Linear Regression with Python Numpy Library
Matrix Operations using Python Numpy Library
Gaussian Elimination
Reduced Echelon Form and RREF
Matrix Algebra
Special Matrices, Diagonal Matrices, and Inverse Matrices
Inverse Matrices and The Inverses of Transposed Matrices
Determinants and computing the Determinant
Much more!
By the end of this course, you should very comfortable with Python, Linear algebra, and be able to follow throw any Math which uses the Linear Algebra notation in Machine learning algorithms.
You will also get answers to any questions that you might have for life.
Who this course is for:
- Computer Science Students Who Want To Learn More Linear Algebra
- Students Who Want To Learn The Linear Algebra For Machine Learning and Deep Learning
- Anyone Who Is Interested In Math And Wants To Study Linear Algebra
- Data scientists who want to review their linear algebra
- Anyone Who wants to learn Python for Data Science
Instructors
![El Farouk Yasser](data:image/svg+xml,%3Csvg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64"%3E%3C/svg%3E){kind=avatar}
- 4.3 Instructor Rating
- 956 Reviews
- 13,323 Students
- 4 Courses
I am currently a Senior studying a Double Major in Mathematics and Computer Science, which are my main two passions. I have so many passions and interests. They include but are not limited to Competitive programming, Math Proofs, video game programming, and machine learning just to name a few! However, I would have to say that my main passion is teaching. I really enjoy teaching to everyone, and I really enjoy when my students get that "Aha!" moment.
- 4.4 Instructor Rating
- 1,877 Reviews
- 58,298 Students
- 10 Courses
Hello Everyone,
I am glad that you are reading this !
I am Vijay Gadhave and I am a Data Scientist. I have 7+ years of experience in the field of Data Science and Software Development.
I have Professional experience of training the students in Data Science and Software Development
I am passionate about Artificial Intelligence and Teaching.
Regards,
Vijay Gadhave