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Overview
Master Linear Algebra: Essential Math for AI , Data Science, Machine Learning, and Deep Learning Applications What you'll learn: Build Mathematical intuition required for Data Science and Machine LearningThe linear algebra intuition required to become a Data ScientistHow to take their Data Science career to the next levelHacks, tips & tricks for their Data Science careerImplement Machine Learning Algorithms betterApply Linear Algebra in Data AnalysisLearn core concept to Implement in Machine Learning Master Linear Algebra for Data Science, Machine...
Syllabus
- Vectors Basics
- Vector Projections
- Basis of Vectors
- Matrix Basics from High school
- Matrices - Setting up the stage - Transformations
- Gaussian Elimination
- Einstein Summation convention - Non Orthogonal basis - Gram Schmidt Process
- Eigen Problems
- Principal Component Analysis - Application of Eigen Values and Eigen Vectors
- Google Pagerank Algorithm
Instructor
Manifold AI Learning ®
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