Enroll Course: https://www.udemy.com/course/algebra-linear-com-python-para-machine-learning-e-modelagem/
Are you looking to deepen your understanding of Linear Algebra and its applications in Machine Learning and data modeling? I recently completed the Udemy course ‘Álgebra Linear com Python para Machine Learning e Modelagem’ and I’m excited to share my experience and recommendation.
This course offers a clear and objective approach to the fundamental concepts of Linear Algebra, with a strong emphasis on practical demonstrations using Python. It covers a comprehensive range of topics, including vectors (types and operations), matrices (types, operations, and determinants), linear systems, and various methods for solving them such as addition, substitution, Cramer’s rule, and Gaussian elimination. You’ll also delve into the Laplace Theorem, cofactors, least squares estimation, multiple linear regression models, and linear transformations (homothety, translation, rotation, reflection, shear, dilation, contraction, identity, null, and inverse). The course further explores eigenvalues, eigenvectors, and Principal Component Analysis (PCA).
What sets this course apart is its practical application. It utilizes real-world datasets to illustrate how Linear Algebra is used with actual data, including essential initial data analysis. The instructor effectively demonstrates the connections between Linear Algebra, the Method of Least Squares, Multiple Linear Regression, and PCA. For those new to Python or Google Colaboratory, the initial section provides a gentle introduction, ensuring everyone can follow along smoothly. While presented on Windows using Google Colaboratory, the content is easily accessible for Linux and Mac users via Jupyter Notebook.
I’m confident that after taking this course, your perspective on Linear Algebra will be transformed. It’s an invaluable resource for anyone serious about mastering these essential mathematical concepts for data science and machine learning.
Enroll Course: https://www.udemy.com/course/algebra-linear-com-python-para-machine-learning-e-modelagem/