Numpy

entities · 15 notes linked

Related: Scientific Computing · Scipy · Scikit Learn · Cython · Dimensionality Reduction · Numba · Jit Compilation · Data Science

Notes

• #009 The Singular Value Decomposition(SVD) - illustrated in Python - Master Data Science — Step-by-step SVD tutorial with Python implementation and image reconstruction examples
• 101 Numpy Exercises for Data Analysis — Graded numpy exercise set for data science practice
• 2.7. Mathematical optimization: finding minima of functions — Scipy optimization guide covering gradient methods and practical strategies
• Basic Data Plotting with Matplotlib Part 3: Histograms — Python matplotlib histogram creation and formatting tutorial with numpy
• GitHub - Landcruiser87/numpy_SMU — Collection of 100 NumPy exercises for learning and teaching
• JAX: Is This Google's NumPy killer? — JAX library combining NumPy API with autodiff and GPU/TPU acceleration
• Least squares fitting with Numpy and Scipy — Python code tutorial for linear and nonlinear least-squares data fitting
• NumPy Illustrated: The Visual Guide to Numpy — Visual illustrated guide to NumPy n-dimensional array concepts
• Numba vs. Cython: Take 2 — Python performance benchmark comparing Numba JIT and Cython for pairwise distance computation
• Principal Component Analysis with numpy — Implementing PCA via numpy covariance matrix and eigendecomposition
• Pythonic Perambulations — Benchmark comparison of Numba JIT versus Cython for Python numerical code
• The Big Data Brain Drain: Why Science is in Trouble — Academia's publish-or-perish model drives data-skilled scientists to industry
• Understanding the FFT Algorithm — Cooley-Tukey FFT algorithm mechanics explained with Python implementations
• Writing C in Cython — Using Cython to write C-speed code with Python syntax
• rv_discrete# — SciPy base class for subclassing custom discrete probability distributions