1.1 Matrices and Types
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1.2 Determinants and Properties
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1.3 System of Linear Equations
βͺ Gauss elimination, Gauss-Jordan method
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1.4 Eigenvalues and Eigenvectors
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1.5 Diagonalization of Matrices
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2.1 Differentiation
βͺ Partial derivatives, chain rule
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2.2 Maxima and Minima of Functions
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2.3 Multiple Integrals
βͺ Double and triple integrals, applications
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2.4 Line and Surface Integrals
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2.5 Greenβs, Stokesβ, and Gauss Theorems
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3.1 First-Order Differential Equations
βͺ Separable, linear, exact equations
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3.2 Second-Order Linear Equations
βͺ Homogeneous and non-homogeneous
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3.3 Applications to Electrical Circuits and Systems
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3.4 Laplace Transforms
βͺ Definition, properties, inverse Laplace
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3.5 Solving Differential Equations using Laplace Transforms
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4.1 Probability Concepts
βͺ Conditional probability, Bayesβ theorem
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4.2 Random Variables
βͺ Discrete and continuous
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4.3 Probability Distributions
βͺ Binomial, Poisson, Normal
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4.4 Statistical Measures
βͺ Mean, median, variance, standard deviation
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4.5 Hypothesis Testing and Confidence Intervals
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5.1 Solution of Algebraic and Transcendental Equations
βͺ Bisection, Newton-Raphson methods
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5.2 Interpolation
βͺ Newtonβs and Lagrangeβs formulae
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5.3 Numerical Differentiation and Integration
βͺ Trapezoidal and Simpsonβs rules
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5.4 Numerical Solution of ODEs
βͺ Eulerβs and Runge-Kutta methods
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5.5 Error Analysis and Stability
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6.1 Complex Number Algebra
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6.2 Analytic Functions and Cauchy-Riemann Equations
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6.3 Conformal Mapping
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6.4 Complex Integration
βͺ Cauchyβs integral theorem and formula
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6.5 Residue Theorem and Contour Integration
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7.1 Fourier Series
βͺ Dirichletβs conditions, even/odd extensions
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7.2 Fourier Transforms
Sine and cosine transforms
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7.3 Z-Transforms and Applications
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7.4 Applications in Signal and Image Processing
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7.5 Discrete Transforms
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