Linear Algebra for Data Science & Machine Learning - 2020
What you'll learn
- Basics of Linear Algebra for Machine Learning & Data Science
- Scalar & Vector Arithmetic
- Linear Equations
- Matrices - Tensors
Requirements
- No prior knowledge is required
- Aim of Learning Machine Learning and Data Science
Description
LINEAR ALGEBRA for DATA SCIENCE & MACHINE LEARNING COURSE DESCRIPTION
Why Learn Linear Algebra?
Sets
Linear Equation Systems
What is a Scalar?
Scalar & Vector Arithmetic
Vector Addition and Subtraction
Scalar Multiplication of Vectors
Dot & Cross Product
Dot Product Linear Algebra Style
Vector Subspace
Linear Combinations of Vectors
Span
Linear Dependence and Independence
Solving Systems of linear equations
Linear Equation Example
Generating Set and Basis
Linear Mapping/Linear Transformation
Additivity
Homogeneity
Kernel
Matrices - Tensors
Matrix Multiplication
Range of a Matrix
Kernel of a Matrix
Determinant of a Matrix
Identity , Transpose and Inverse Matrix
Eigenvector and Eigenvalue
WHY LINEAR ALGEBRA?
Linear algebra is absolutely key to understanding the calculus and statistics you need in machine learning and data science.
If you can understand machine learning methods at the level of vectors and matrices you will improve your intuition for how and when they work.
A deeper understanding of the algorithm and its constraints will allow you to customize its application and better understand the impact of tuning parameters on the results.
THE OPPORTUNITIES YOU WILL HAVE WITH THIS COURSE
In-class support: We don't just give you video lessons. We have created a professional Python Programmer team and community to support you. This means that you will get answers to your questions within 24 hours.
WHO WE ARE: DATAI TEAM ACADEMY
DATAI TEAM is a team of Python Programmers and Data Scientists.
Let's register for the course and start to Linear Algebra for Data Science & Machine Learning.
Who this course is for:
- Those who want to specialize in Machine Learning but not know linear algebra
- Those who want to learn a linear algebra but cannot decide where to start
- Those who want to start and continue their education or career in data science, machine learning or artificial intelligence
Featured review
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Course content
- 00:04Extra Resources
- Preview23:45
- 15:30Section 2
- 14:29Section 3
- 20:44Section 4
- 11:03Section 5
- 00:00BONUS
Instructor
- 3.7 Instructor Rating
- 96 Reviews
- 5,380 Students
- 6 Courses
Artificial Intelligence & Data Science
We combine the lessons that we have prepared with our interest and expertise on Python, Data Science, Machine Learning, Deep Learning and Artificial Intelligence with real life examples. In addition, we encourage you to share your work with the world to extend the knowledge you have learned beyond the basic level.
Thanks to our success on the Kaggle platform, a subsidiary of Google, we teach you professional and world class quality certified lessons.
Add the courses you need to your library now and let's get started!