Multivariable Differential Calculus and Ordinary Differential Equations BYTKQQTJ0Q
| URI | m2://res/BYTKQQTJ0Q |
|---|---|
| Kind | course |
| Creators | Vamsi Pritham Pingali (instructor) |
| Date | 2026-06-17 |
| MSC | 34-XX |
| Scope | in |
| Ids | course 04dese585:111108002 |
Expressions
e1: edition
| Language | en |
|---|---|
| Date | 2026-06-17 |
- m1: page, IISc Bangalore (record). nptel 111108002
- m2: page, 2026-06-17 (record). nptel 111108002
Contents
- part 1: Week 1 Review of Some Prerequisites (Linear Algebra and Topology of Euclidean Spaces)
- session 1: Vector Spaces and Subspaces, Linear Span and Linear Independence, Linear Transformations
- session 2: The Matrix Representation of a Linear Transformation
- session 3: Systems of Linear Equations and Gauss-Jordan Elimination Method
- session 4: The Row and Column Spaces of a Matrix, Rank and Determinant
- session 5: Inner Product Spaces and Normed Vector Spaces
- part 2: Week 2 Review of Some Prerequisites (Topology of Euclidean Spaces and Limits and Continuity of Scalar and Vector Fields)
- session 6: Eigenvalues, Eigenvectors and Diagonalizability
- session 7: Interior Points and Open Sets, Convergent Sequences and Continuous Functions
- session 8: Closed Sets and Limit Points, Connectedness and Compactness, Limits and Continuity
- session 9: Further Discussion on Limits and Continuity
- session 10: Detailed Review of Algebra of Limits and Algebra of Continuous Functions
- part 3: Week 3 Introduction to Multivariable Differentiability
- session 11: Directional Derivatives and Partial Derivatives
- session 12: Differentiability of a Multivariable Function
- session 13: Differentiability of Vector Fields, Gradient and Jacobian Matrix
- session 14: Continuous Differentiability
- session 15: Algebra of Differentiable Functions and Some Other Properties of Differentiability
- part 4: Week 4 Chain Rule, LMVT, and Mixed Partial Derivatives
- session 16: More Discussion On Differentiation Of Several Variable Functions, and Derivative Computation For Some Functions
- session 17: Chain Rule
- session 18: Further Discussion On Chain Rule
- session 19: LMVT in Multivariable Calculus, and Directional Derivative Along Regular Paths
- session 20: Further Discussion On Directional Derivative, and Mixed Partial Derivatives
- part 5: Week 5 Clairaut's Theorem, Taylor's Theorem, and Second Derivative Test For Multivariable Functions
- session 21: Clairaut's Theorem
- session 22: Taylor's Theorem and Second Derivative Test in Single Variable Functions
- session 23: Taylor's Theorem For Multivariable Functions
- session 24: Second Derivative Test For Multivariable Functions
- session 25: Further Discussion on Second Derivative Test
- part 6: Week 6 Inverse Function Theorem (IFT) For Several Variables
- session 26: Discussion about convergence of Taylor series and bump functions
- session 27: Inverse Function Theorem for one variable functions
- session 28: Proof of the Inverse Function Theorem for several variables
- session 29: Proof of the Inverse Function Theorem for several variables (Contd.)
- session 30: Proof of the Inverse Function Theorem for several variables (Contd.)
- part 7: Week 7 Implicit Function Theorem
- session 31: The Implicit Function Theorem for Functions of Two Variables
- session 32: The Implicit Function Theorem for Functions of Several Variables
- session 33: Some Further Applications of the Implicit Function Theorem
- session 34: Constrained Optimization Problem and the Lagrange Multiplier Method
- session 35: The Lagrange Multiplier Method (Contd.)
- part 8: Week 8 Embedded Manifolds, Gradient Descent Algorithm
- session 36: About the Constraining Sets in the Lagrange Multiplier Method
- session 37: Introduction to Manifolds Embedded in R^n
- session 38: Gradient Descent
- session 39: Gradient Descent (Contd.)
- session 40: Gradient Descent (Contd.)
- part 9: Week 9 Applications of Gradient Descent (Backpropagation), Introduction to ODEs
- session 41: Some Applications of Gradient Descent
- session 42: Backpropagation (contd.), Introduction to ODEs
- session 43: Some Applications of ODEs to Real-World Problems
- session 44: Systems of ODEs (contd.)
- session 45: Methods of Solving a First-Order System of ODEs
- part 10: Week 10 Exponential of Square Matrices and Solving Linear Systems
- session 46: Triangularization Theorem
- session 47: Exponential of Square Matrices
- session 48: Properties of Matrix Exponential
- session 49: Properties of Matrix Exponential (Contd.)
- session 50: Solving Homogeneous and Inhomogeneous Linear Systems
- part 11: Week 11 Existence and Uniqueness Theory for ODEs
- session 51: Uniqueness of Solutions to Inhomogeneous Linear System
- session 52: Existence of Solutions to Inhomogeneous Linear System
- session 53: Uniqueness of Solutions to ODEs in General Form
- session 54: General Existence Theory for ODEs
- session 55: Picard's Existence Theorem for ODEs
- part 12: Week 12 Continuous or Smooth Dependence on Parameters
- session 56: Improvement of Picard's Existence Theorem
- session 57: Characterization of Maximal Interval of Existence
- session 58: Continuous Dependence on Parameters
- session 59: Smooth Dependence on Parameters
- session 60: Smooth Dependence on Parameters (Contd.), and Numerical Methods to Solve ODEs
Catalogue records
- nptel: 111108002 (manifestation)
- nptel_video: 111108002 (manifestation)