Applied Linear Algebra: Understanding Vectors and Matrices
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 35: Least Squares Data Fitting
Applied Linear Algebra: Understanding Vectors and Matrices
0%
Completed
المحتوى
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 1: Overview
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 1: Overview
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 2: Vector Notation
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 3: Vector Examples
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 4: Addition and Scalar Multiplication
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 5: Inner Product
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 6: Complexity in VMLS
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 7: Linear Functions
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 8: Taylor Approximation and Regularization
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 9: Norms
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 10: Distance in VMLS
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 11: Standard Deviation
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 12: Angles in VMLS
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 13: K-Means Clustering
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 14: K-Means Application
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 15: Linear Independence
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 16: Gram-Schmidt Algorithm
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 17: Matrix Notation
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 18: Matrix-Vector Multiplication
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 19: Matrix-Vector Examples
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 20: Selector Matrices
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 21: Incidence Matrix
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 22: Convolution
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 23: Vector Linear Functions
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 24: Linear Function Models
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 25: Linear Equations
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 26: Linear Dynamic Systems
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 27: Matrix Multiplication
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 28: Matrix Multiplication Examples
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 29: Matrix Powers and QR Factorization
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 30: Left and Right Inverses
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 31: Solving Linear Equations
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 32: Pseudo Inverse
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 33: Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 34: Least Squares Examples
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 35: Least Squares Data Fitting
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 36: Fitting Univariate Functions
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 37: Validation
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 38: Classification
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 39: Least Squares Classification
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 40: Multiclass Classification
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 41: Multi-Objective Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 42: Control via Multi-Objective Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 43: MLS Estimation and Inversion
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 44: Regularized Data Fitting
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 45: Constrained Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 46: Solving Constrained Least Squares Problems
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 47: Portfolio Optimization
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 48: Linear Quadratic Control
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 49: Linear Quadratic State Estimation
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 50: Nonlinear Equation Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 51: Levenberg-Marquardt Algorithm
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 52: Nonlinear Model Fitting
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 53: Constrained Nonlinear Least Squares
Video - 10:26 mins
Stanford ENGR108: Introduction to Applied Linear Algebra | 2020 | Lecture 54: Augmented Lagrangian Method
Video - 10:26 mins
Final Exam - Applied Linear Algebra: Understanding Vectors and Matrices
Quiz
Final Exam - Applied Linear Algebra: Understanding Vectors and Matrices
Quiz
Final Exam - Applied Linear Algebra: Understanding Vectors and Matrices
Quiz
More
Announcements
Reviews
Course Info
Learn how to apply least squares for data fitting in various contexts.
Sign in
Sign up
Sign in
Don’t have an account?
Sign up
Remember me
Lost your password?
Sign up
Already have an account?
Sign in
