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Multivariable Differential Calculus and Ordinary Differential Equations BYTKQQTJ0Q

URIm2://res/BYTKQQTJ0Q
Kindcourse
CreatorsVamsi Pritham Pingali (instructor)
Date2026-06-17
MSC34-XX
Scopein
Idscourse 04dese585:111108002

Expressions

e1: edition

Languageen
Date2026-06-17
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

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