Mathematics for Machine Learning and Data Science by DeepLearning.AI Hello, Use it liberally. Mrunal Nirajkumar Shah COURSE 1 : Linear Algebra for Machine Learning and Data Science COURSE 2 : Calculus for Machine Learning and Data Science COURSE 3 : Probability & Statistics for Machine Learning & Data Science Linear Algebra for Machine Learning and Data Science Contents : Week 1 Notes System of Equations Practice Quiz 1 Pracitce Quiz 2 Ungraded Labs C1_W1_Lab_1_introduction_to_numpy_arrays.ipynb C1_W1_Lab_2_linear_systems_as_matrices.ipynb Graded Quiz Week 2 Course Notes Elimination Practice Quiz 1 Ungraded Lab C1W2_UGL_solving_linear_systems_3_variables.ipynb Row Echelon and Rank Graded Quiz Graded Lab - Gaussian Elimination C1W2_Assignment.ipynb Week 3 Course Notes Vector Algebra Practice Quiz 1 Practice Lab 1 C1W3_UGL_1_vector_operations.ipynb Linear Transformation Graded Quiz Ungraded Labs C1W3_UGL_2_matrix_multiplication.ipynb C1W3_UGL_3_linear_transformations.ipynb Graded Labs C1W3_Assignment.ipynb Week 4 Course Notes Determinants in Depth Practice Quiz EigenValues and EigenVectors Graded Quiz Programming Assignment Ungraded Labs C1_W4_Lab_1_Interpreting_eigenvalues_and_eigenvectors.ipynb Graded Labs C1W4_Assignment.ipynb Calculus for Machine Learning and Data Science Contents : Week 1 Course Notes Derivatives Practice Quiz 1 Ungraded Labs C2_W1_Lab_1_differentiation_in_python.ipynb Optimization Graded Quiz Graded Lab C2_W1_Assignment.ipynb Week 2 Course Notes Gradients Practice Quiz 1 Gradient Descent Ungraded Labs C2_W2_Lab_1_Optimization_Using_Gradient_Descent_in_One_Variable.ipynb C2_W2_Lab_2_Optimization_Using_Gradient_Descent_in_Two_Variables.ipynb Graded Quiz Graded Lab C2_W2_Assignment.ipynb Week 3 Course Notes Optimization in Netual Network Ungraded Lab C2_W3_Lab_1_Regression_with_Perceptron.ipynb C2_W3_Lab_2_Classification_with_Perceptron.ipynb Practice Quiz 1 Newton's Method Ungraded Lab C2_W3_Lab_3_Optimization_Using_Newtons_Method.ipynb Graded Quiz Graded Lab C2_W3_Assignment.ipynb Probability & Statistics for Machine Learning & Data Science Week 1 Course Notes Introduction to Probability Practice Quiz Probability Distribution Ungraded Labs intro-to-pandas-world-happiness.ipynb linear-regression-world-happiness.ipynb Graded Quiz Programming Assignment C3W1_Assignment.ipynb Week 2 Course Notes Describing Distribution Practice Quiz Probability Distribution with Multiple Variable Ungraded Labs C2W2_UGL_datasets.ipynb (Summary Statistics...) Rideshare_Project_Week2.ipynb (Exploratory Data...) Graded Quiz Programming Assignment C3W2_UGL.ipynb - Practice Assignment C3_W2_Assignment.ipynb Week 3 Course Notes Population and Sample Practice Quiz Point Estimation Ungraded Labs linear-regression-world-happiness.ipynb Graded Quiz Week 4 Course Notes Confidence Interval Practice Quiz Hypothesis Testing Ungraded Labs Rideshare_Project_Week4.ipynb Graded Quiz Programming Assignment C3W4_Assignment.ipynb
