Beginner – Expert Linear Algebra, with Practice in Python. [FREE]

Free Certification Course Title: Beginner – Expert Linear Algebra, with Practice in Python.

Master Linear Algebra, with clear and concise explanations, Practical Examples in various domains like Machine Learning.

Beginner - Expert Linear Algebra, with Practice in Python.

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What you’ll learn:

  • Understanding Matrix Algebra and applying it in solving linear equations and transformations, with practical examples in Python.
  • Mastering vectors, vector properties, vector spaces, sub spaces and application in coordinate systems. Fundamental sub spaces and how they can be computed.
  • Mastery of Orthogonal and Orthonormal vectors and orthogonal projections. Then computing minimal distances & Gram Schmidt orthogonalization.
  • Matrix Decompositions like eigen, cholesky and singular value decompositions. Mastery of Diagonalization, full rank approximation and low rank approximation.
  • Matrix inverses, least square and normal equation. Linear Regression and Kaggle House Prediction Practice.
  • Explaining and deducing Principal Component Analysis (PCA) from scratch and applying it to face recognition using the Eigen Faces algorithm.

Requirements:

  • Basic Algebra.
  • No programming Experience Needed.
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Who this course is for:

  • Computer scientists, who want to gain a solid foundation in linear algebra and apply it in solving computer related problems
  • Data scientists and Machine Learning Practitioners or Learners, who want to gain a solid foundation in linear algebra and apply it in solving problems in data science and machine learning.
  • Mathematics students, who want to gain a solid foundation in linear algebra and apply it in their mathematics courses.
  • Finance experts, who want to gain a solid foundation in linear algebra and apply it in solving real world problems
  • Engineers and Engineering students, who want to gain a solid foundation in linear algebra and use it solving engineering related problems.

This course includes:

  • 19.5 hours on-demand video
  • 1 article
  • Full lifetime access
  • Access on mobile and TV
  • Certificate of completion
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How to Subscribe For Beginner – Expert Linear Algebra, with Practice in Python.?

  1. Sign Up on Udemy.com
  2. Subscribe Here(Beginner – Expert Linear Algebra, with Practice in Python.): Click Here

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