Description
Linear Algebra and Feature Selection in Python is a training course on linear algebra and feature selection in the Python programming language, published by Udemy Academy. Linear algebra and feature selection are two very important and fundamental topics to start machine learning. These two topics constitute the theoretical and practical foundations of machine learning and are very important. By learning these two topics, machine learning will become easier and more conceptual for you, and you will make a meaningful connection to the nature of much of this important science. Linear algebra is one of the most important branches of algebra in the field of computer science and programming, and it is possible to trace this important knowledge in data science, machine learning, deep learning, data analytics and analysis, software engineering and development, and clearly observed statistics.
All algorithms used in machine learning are based on linear algebra, and by learning algebra you can easily optimize your algorithms.
What You’ll Learn in Linear Algebra and Feature Selection in Python
- Familiarity with mathematics and its importance in the design and development of different machine learning models
- Basic and advanced concepts of linear algebra
- Solve linear equations in an advanced way
- Determining the linear independence of a set of vectors
- Calculation of eigenvalues and eigenvectors
- Carrying out a linear discriminant analysis (in English: Linear Discriminant Analysis, abbreviated LDA)
- Perform dimension reduction operations in the Python programming language
- Perform principal component analysis (PCA)
- Performance comparison of principal component analysis and linear differential analysis for classification with support vector machines (SVM).
- And…
Course Specifications
Editor: Udemy
Instructors: 365 careers
French language
Beginner level
Number of lessons: 30
Duration: 2 hours and 46 minutes
Course themes for 2022/3
Linear Algebra and Feature Selection in Python
Suitable for beginners. Some understanding of basic Python and mathematics would be an advantage.
Pictures
Introductory video to linear algebra and feature selection in Python
installation guide
After the clip, watch with your favorite reader.
english subtitles
Quality: 720p
Download link
File password(s): free download software
size
1.2 GB