Subject Details
Dept     : CS-DA
Sem      : 3
Regul    : 2021
Faculty : K.M. Manikandan
phone  : NIL
E-mail  : manicbe1975@gmail.com
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Lecture Notes

UNIT 1:
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1.1 Linear Algebra
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Rank of matrix - Finding Eigen values and eigen vectors of a matrix
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Problems on Rank Nullity Theorem
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MFDA Unit I Notes
UNIT 2:
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Big of words - k grams
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Metrics - Lp Distances and their Relatives - Lp Distances - Mahalanobis Distance
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Jacard distance
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MFDA Unit II Notes
UNIT 3:
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Unconstrained Multivariate Optimization
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Multivariate optimization with equality constraint
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Multivariate optimization with inequality constraint
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Multivariate optimization with inequality constraint
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Gradient Descent Learning Rule
UNIT 4:
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Multiple Linear Regression Model Building and Selection
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Cross Validation
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Performance measures
UNIT 5:
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Principal Component Analysis Data Matrices, Projections, SSE
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Singular Value Decomposition
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SVD Procedure and Solved Example Problem