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convergence-analysis

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ZO-AdaMM-vs-FO-AdaMM-convergence-and-minima-shape-comparison

EliaFantini / ZO-AdaMM-vs-FO-AdaMM-convergence-and-minima-shape-comparison

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Implementation and comparison of zero order vs first order method on the AdaMM (aka AMSGrad) optimizer: analysis of convergence rates and minima shape

python machine-learning deep-learning pytorch cosine-similarity t-sne optimization-algorithms first-order-methods amsgrad optimizers convergence-analysis convergence-rate cnn-filters zero-order-methods zero-order-adammm first-order-adamm minima-analysis zo-sgd
  • Updated Sep 25, 2022
  • Jupyter Notebook

amatov / LineDetectionCombinatorial

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machine-learning computer-vision hough-transform shape-detection combinatorial-optimization 3d-space position-tracking line-detection-algorithm convergence-analysis greedy-solution classification-of-image-points introducing-a-priori-knowldge robust-to-low-snr estimating-piecewise-linear-models minimum-number-of-consistent-subsystems np-hard-problem thermal-variant-perception-algorithm relaxation-algorithms projection-to-unit-cylinder temperature-annealing-scheme
  • Updated Nov 26, 2023
  • C++

glider4 / computepac

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A Python math package for numerical analysis: root finding, iterative solvers & other algorithms. Bisection, Newton, Euler, RK2, RK4, Adams-Bashforth-Moulton, etc. Uses Python, NumPy, SymPy, pytest.

python algorithm analysis mathematics root-finding convergence computational differential-equations numerical numerical-analysis runge-kutta schemes newton-raphson iterative bisection bisection-method convergence-analysis
  • Updated May 22, 2023
  • Python

machulsky61 / SOR-Method

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This project investigates convergence for solving linear systems. It implements Jacobi and SOR methods, explores convergence, optimizes performance via ω, and analyzes spectral radius/determinant. It aims to enhance iterative method efficiency for linear systems.

python data-science optimization matrix linear-algebra numerical-methods iterative-methods jacobi successive-over-relaxation convergence-analysis
  • Updated Apr 3, 2024
  • Jupyter Notebook

dreamchef / numerical-analysis-methods

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Collection of methods for numerical analysis and scientific computing, including numerical root-finders, numerical integration, linear algebra, and data visualization. Created for APPM4600 at CU Boulder.

optimization root-finding scientific-computing numerical-methods numerical-analysis newton-raphson numerical-solver newtons-method newton-method root-finding-methods numerical-analysis-algorithms fixed-point-iteration bisection-method order-of-convergence numerical-analysis-methods convergence-analysis convergence-rate root-finding-algorithms fixed-point-method
  • Updated Apr 9, 2024
  • Jupyter Notebook

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