Maths for Data Science by DataTrained

This course offers a comprehensive exploration of linear algebra, specifically tailored for application in data science and machine learning using Python. Upon completing this course, participants will gain proficiency in the following areas:

• Mathematical Foundations for Data Science and Machine Learning: A foundational overview of essential mathematical concepts.

• Vector Operations in Python: Learning to manipulate vectors within the Python programming environment.

• Basis and Projection of Vectors: A deep dive into understanding and implementing vector basis and projection techniques in Python.

• Matrix Operations: Developing skills to handle matrix operations, including working with, multiplying, and dividing matrices in Python.

• Linear Transformations: Gaining an understanding of linear transformations and how to implement them using Python.

• Gaussian Elimination: Mastering the application of Gaussian elimination in problem-solving.

• Determinants: Exploring the calculation and application of determinants in Python.

• Orthogonal Matrices: Understanding and working with orthogonal matrices within the Python framework.

• Eigenvalues and Eigenvectors: Recognizing and computing eigenvalues and eigenvectors through eigendecomposition in Python.

• Pseudoinverse Computation: Learning to calculate pseudoinverse matrices in Python.

Each topic is designed to build upon the last, ensuring a thorough understanding of how linear algebraic concepts can be effectively applied in Python for data science and machine learning applications. By the end of the course, participants will have a robust set of skills to tackle real-world problems in these fields.

Rating Distribution

• 1 stars: 23 votes
• 2 stars: 24 votes
• 3 stars: 90 votes
• 4 stars: 94 votes
• 5 stars: 96 votes

Frequently Asked Questions

How long do I have access to the course materials?

You can view and review the lecture materials indefinitely, like an on-demand channel.

Can I take my courses with me wherever I go?

Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!