Name		Name	Last commit message	Last commit date
Latest commit History 298 Commits
CvxOpt		CvxOpt
data		data
doc		doc
.gitignore		.gitignore
AstroIntro.ipynb		AstroIntro.ipynb
BayesianBasedInterpolationKriging.ipynb		BayesianBasedInterpolationKriging.ipynb
Bayesian_logistic_regression.ipynb		Bayesian_logistic_regression.ipynb
BernsteinPolynomial.ipynb		BernsteinPolynomial.ipynb
BinaryCodeDesignShaftAbsoluteEncoder.ipynb		BinaryCodeDesignShaftAbsoluteEncoder.ipynb
ChambollePockLeastAbsDeviationPositivity.ipynb		ChambollePockLeastAbsDeviationPositivity.ipynb
ChambollePockePrimalDual.ipynb		ChambollePockePrimalDual.ipynb
ChebyshevPolynomialAcceleration.ipynb		ChebyshevPolynomialAcceleration.ipynb
Cones.ipynb		Cones.ipynb
DifferentiatingPerceptron.ipynb		DifferentiatingPerceptron.ipynb
DiffusionModels.ipynb		DiffusionModels.ipynb
DouglasRachfordL1.ipynb		DouglasRachfordL1.ipynb
EigenValuesAndWhereToFindThem.ipynb		EigenValuesAndWhereToFindThem.ipynb
EllipsoidEstimation.ipynb		EllipsoidEstimation.ipynb
FixedPointIterationsMethods.ipynb		FixedPointIterationsMethods.ipynb
ForwardBackwardDual.ipynb		ForwardBackwardDual.ipynb
ForwardBackwardSparseL1.ipynb		ForwardBackwardSparseL1.ipynb
FourierBasedRegistration.ipynb		FourierBasedRegistration.ipynb
FourierSeriesShanonSampling.ipynb		FourierSeriesShanonSampling.ipynb
GradientDescentDifferentiable.ipynb		GradientDescentDifferentiable.ipynb
GradientFlow.ipynb		GradientFlow.ipynb
GraphForScheduling.ipynb		GraphForScheduling.ipynb
HilbertTransform.ipynb		HilbertTransform.ipynb
InformationTheoryOptimization.ipynb		InformationTheoryOptimization.ipynb
Interpolation1D.ipynb		Interpolation1D.ipynb
KDTreeAndDBScan.ipynb		KDTreeAndDBScan.ipynb
KSVD.ipynb		KSVD.ipynb
KernelBasedFixedPointMethodAndDirichletEnergy.ipynb		KernelBasedFixedPointMethodAndDirichletEnergy.ipynb
KernelPointOfViewOnConvolutionalNeuralNetworks.ipynb		KernelPointOfViewOnConvolutionalNeuralNetworks.ipynb
KrylovBasedMethods.ipynb		KrylovBasedMethods.ipynb
LatentGraphLearning.ipynb		LatentGraphLearning.ipynb
LeastSquareWithOptimalityCertificate.ipynb		LeastSquareWithOptimalityCertificate.ipynb
NeurIPS2022_CCAI_Tutorial.ipynb		NeurIPS2022_CCAI_Tutorial.ipynb
NonParamDistribEstimLagrangeMaxEntropy.ipynb		NonParamDistribEstimLagrangeMaxEntropy.ipynb
NormalizingFlows.ipynb		NormalizingFlows.ipynb
OptimalTransportWasserteinDistance.ipynb		OptimalTransportWasserteinDistance.ipynb
Orthonormalization.ipynb		Orthonormalization.ipynb
PDEImageProcessing.ipynb		PDEImageProcessing.ipynb
Physics101AsteroSeismologyAndSphericalHarmonics.ipynb		Physics101AsteroSeismologyAndSphericalHarmonics.ipynb
Physics101MaxwellEquations.ipynb		Physics101MaxwellEquations.ipynb
Physics101Plancklaw.ipynb		Physics101Plancklaw.ipynb
Physics101StarSpectroscopyLines.ipynb		Physics101StarSpectroscopyLines.ipynb
QuadraticFormsForFun.ipynb		QuadraticFormsForFun.ipynb
README.md		README.md
RKHS.ipynb		RKHS.ipynb
RandomForestDecisionTrees.ipynb		RandomForestDecisionTrees.ipynb
RecursiveLeastSquare.ipynb		RecursiveLeastSquare.ipynb
RegistrationProcrustean.ipynb		RegistrationProcrustean.ipynb
RegularizationByDenoising.ipynb		RegularizationByDenoising.ipynb
RoddierWaveFrontReconstruction.ipynb		RoddierWaveFrontReconstruction.ipynb
SecondOrderMethod.ipynb		SecondOrderMethod.ipynb
SignalProcessingGraph.ipynb		SignalProcessingGraph.ipynb
SimpleChangeDetection.ipynb		SimpleChangeDetection.ipynb
SimpleControlTheory.ipynb		SimpleControlTheory.ipynb
SparseFourierApproximation.ipynb		SparseFourierApproximation.ipynb
SpatiallyVariantDeconvolution.ipynb		SpatiallyVariantDeconvolution.ipynb
SpectralClusteringIntroduction.ipynb		SpectralClusteringIntroduction.ipynb
SplineInterpolation.ipynb		SplineInterpolation.ipynb
StaticCodeAnalysisWithMachineLearning.ipynb		StaticCodeAnalysisWithMachineLearning.ipynb
StatisticalTest.ipynb		StatisticalTest.ipynb
Supervisedcomponentanalysis.ipynb		Supervisedcomponentanalysis.ipynb
TensorFlow_2_0_+_Keras_Crash_Course.ipynb		TensorFlow_2_0_+_Keras_Crash_Course.ipynb
UnsupervisedComponentAnalysis.ipynb		UnsupervisedComponentAnalysis.ipynb
WeylInequality.ipynb		WeylInequality.ipynb
bayesian_ab_testing.ipynb		bayesian_ab_testing.ipynb
keras-vq-vae-for-image-generation.ipynb		keras-vq-vae-for-image-generation.ipynb
mcmc.ipynb		mcmc.ipynb
probabilistic_matrix_factorization.ipynb		probabilistic_matrix_factorization.ipynb

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Optimisation-Python

This repository is intends to gather some basic optimisation algorithms in python, in order to study their behaviour and compare them in the a generic framework. It may also contains some application designed to solve problems arising in the field of Machine Learning or Compressed Sensing.

Some of the ipython notebook you can find there have been originally designed by -Gabriel Peyré : http://www.numerical-tours.com/ And the version that has been used here has been modified by -Laurent Condat : http://www.gipsa-lab.grenoble-inp.fr/~laurent.condat/ Which are well reknown researcher in advanced optimisation technics for signal processing.

You may also be interested in some slides designed in the framework of a reading group at Eth-Zurich, were we studied the Convex Optimization book by Boyd and Vandenberg:

Chapter 1

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