Computational Physics

Problem Solving with Python
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109,00 €*

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Gewicht:
1120 g
Format:
244x172x33 mm
Beschreibung:

Fourth edition of a classic on computational physics with new chapters on data science, machine learning and general relativity, plus a plethora of supplementary materials.
PrefacePART I. BASICSIntroductionSoftware BasicsErrors & UncertaintiesMonte Carlo SimulationsDifferentiation & IntegrationTrial-and-Error Searching & Data FittingMatrix Computing and N-D SearchingDifferential Equations & Nonlinear OscillationsPART II. DATA SCIENCEFourier AnalysesWavelet & Principal Components AnalysisNeural Networks & Machine LearningQuantum ComputingPART III. APPLICATIONSODE Applications; Eigenvalues, Scattering, TrajectoriesFractals & Statistical Growth ModelsNonlinear Population DynamicsNonlinear Dynamics of Continuous SystemsThermodynamics Simulations & Fenyman Path IntegralsMolecular Dynamics SimulationsGeneral RelativityIntegral EquationsPART IV. PDE APPLICATIONSPDE Review, Electrostatics & RelaxationHeat Flow & LeapfroggingString & Membrane WavesQuantum Wave Packets & EM WavesShock & Soliton WavesFluid HydrodynamicsFinite Element ElectrostaticsAppendicesIndex

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