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Repository containing my implementations of basic techniques used in statistical methods in artificial intelligence.

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Avinash2468/Statistical-Methods-in-Artifical-Intelligence

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All assignments done as part of SMAI (Monsoon-2020)

  1. Assignment 2- Naive and Optimal Bayes Classifier
  2. Assignment 3- Ridge and Lasso Regression
  3. Assignment 4- Movie recommendation using SVD
  4. Assignment 5- PCA on face images
  5. Assignment 6- Non-negative Matrix Factorization
  6. Assignment 7- Multi-class classification on hand-written digit data
  7. Assignment 8- Logistic Regression on the MNIST hand-written digit dataset
  8. Assignment 9- PCA and LDA on the IRIS dataset

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