nipunbatra/pml-teaching

Issues

• Project ideas

  #30 opened 2 years ago by nipunbatra
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• Bayesian NN using Hamiltorch

  #29 opened 2 years ago by nipunbatra
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• Taylor series univariate and multivariate

  #26 opened 2 years ago by nipunbatra
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• Gaussian Basis regression

  #23 opened 2 years ago by nipunbatra
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• good resources on BNN

  #25 opened 2 years ago by nipunbatra
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• Good notes on appx. inference

  #24 opened 2 years ago by nipunbatra
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• Probit approx. for Logistic regression

  #14 opened 2 years ago by nipunbatra
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• Deriving normal distribution from maximum entropy principle

  #3 opened 2 years ago by nipunbatra
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• create "b"NN architectures

  #21 opened 2 years ago by nipunbatra
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• Notebook for MLE for MVN

  #2 opened 2 years ago by nipunbatra
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• explain calibration, reliability diagram, conformal prediction

  #22 opened 2 years ago by nipunbatra
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• KL divergence and minimization

  #20 opened 2 years ago by nipunbatra
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• add references for each set of slides

  #19 opened 2 years ago by nipunbatra
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• Transformation of variables

  #18 opened 2 years ago by nipunbatra
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• VI: main derivation (ELBO)

  #17 opened 2 years ago by nipunbatra
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• variational auto encoders reparam trick

  #16 opened 2 years ago by nipunbatra
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• summary figure showing aleatoric, epistemic uncertainty

  #15 opened 2 years ago by nipunbatra
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• poor scalability of rejection sampling in higher dimensions

  #13 opened 2 years ago by nipunbatra
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• correct information theory figure

  #12 opened 2 years ago by nipunbatra
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• Theory and from scratch implementation for Random Walk Metropolis Hastings in sampling chapter

  #11 opened 2 years ago by nipunbatra
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• Bayesian Linear regression slides and notebook

  #10 opened 2 years ago by nipunbatra
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• Information theory slides: Relation between MLE and KL divergence minimisation with examples

  #9 opened 2 years ago by nipunbatra
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• folder for keynote/tikz figures at root node

  #8 opened 2 years ago by nipunbatra
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• Markov chain properties

  #7 opened 2 years ago by nipunbatra
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• Neural process slides and notebooks

  #6 opened 2 years ago by nipunbatra
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• Unbiasedness of Monte Carlo, Variance as a function of number of iterations

  #5 opened 2 years ago by nipunbatra
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• Laplace approx. slides and notebook

  #4 opened 2 years ago by nipunbatra
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• MLE for Multivariate Normal

  #1 opened 2 years ago by nipunbatra
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