Linear Algebra and Calculus for Machine Learning and Data Science

Python: Python Programming for Artificial Intelligence (1): https://www.udemy.com/course/python-python-programming-for-artificial-intelligence-1/ Data Science & Python: Data Science with Real Problems (2): https://www.udemy.com/course/data-science-python-data-science-with-real-problems-2/ Linear Algebra and Calculus for Machine Learning and Data Science Content: Why Learn Linear Algebra? Sets Linear Equation Systems What is a Scalar? Scalar & Vector Arithmetic Vector Addition and Subtraction Scalar Multiplication of Vectors Dot & Cross Product Dot Product Linear Algebra Style Vector Subspace Linear Combinations of Vectors Span Linear Dependence and Independence Solving Systems of linear equations Linear Equation Example Generating Set and Basis Linear Mapping/Linear Transformation Additivity Homogeneity Kernel Matrices - Tensors Matrix Multiplication Range of a Matrix Kernel of a Matrix Determinant of a Matrix Identity , Transpose and Inverse Matrix Eigenvector and Eigenvalue What is Calculus? Applications of Calculus in ML Calculus Notation Computation Map Linear Functions Derivative Product & Quotient Rule Exponential & Logarithm Rule Sine and Cosine Functions Sigmoid Function Hyperbolic Function Chain Rule Differentiation Multivariable Functions Partial Differentiation Sigma Notation Taylor/Mclaurin Series Expansion Integration Area Between Curves Distance Measurement Argmax – Argmin Social Media: Linkedin: https://www.linkedin.com/company/datai-team/ Udemy: https://www.udemy.com/user/dataiteam-academy/ Web Site: www.dataiteam.com Kaggle: https://www.kaggle.com/kanncaa1 Github: https://github.com/dataiteam Contact: [email protected] Resources: https://www.mobt3ath.com/uplode/book/book-33342.pdf https://machinelearningmastery.com/linear_algebra_for_machine_learning/ https://machinelearningmastery.com/linear-algebra-machine-learning/ https://www.deeplearningbook.org/contents/linear_algebra.html https://www.mobt3ath.com/uplode/book/book-33342.pdf https://medium.com/@jonathan_hui/machine-learning-linear-algebra-a5b1658f0151 https://towardsdatascience.com/linear-algebra-for-deep-learning-f21d7e7d7f23 http://datahacker.rs/linear-algebra-for-machine-learning/