机器学习数学大师
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mathematics-for-machine-learning-cousera-master-master.zip （95个子文件） 
mathematics-for-machine-learning-cousera-master-master course1 - linear algebra Week 3 
using matrices to make transformations quiz.jpg 1MB
IdentifyingSpecialMatrices.ipynb 11KB
solving linear equations using inverse matrix quiz.png 362KB README 1B Week 4 non-square matrix multiplication.png 129KB ReflectingBear.ipynb 61KB mapping to spaces with different number of dimensions quiz.png 470KB GramSchmidtProcess.ipynb 13KB README 1B Week 5 PageRank.ipynb 72KB characterstic polynomials, eigenvalues and eigenvectors quiz.png 500KB selecting eigenvectors by inspection quiz.png 1.33MB internet2.png 149KB internet.png 144KB diagonalisation and applications quiz.png 200KB README 1B eigenvalues and eigenvectors.png 613KB Week 1 solving some simultaneous equations quiz.png 165KB exploring parameter space quiz.jpg 1.67MB README 1B doing some vector operations quiz.png 211KB Week 2 linear dependency of a set of vectors quiz.png 124KB vector operations assessment.png 173KB dot product of vectors quiz.png 138KB changing basis quiz.png 197KB README 1B
maths4ml-linearalgebra-formulasheet.pdf 125KB My Certificate- Linear Algebra.pdf 203KB README.md 49B course3 - principle component analysis week2 load_data.py 408B General inner products - lengths and distances quiz.png 309KB angles between vectors using a nos-standard inner product.png 760KB dot product quiz.png 114KB basis.pdf 114KB inner products and angles.ipynb 931KB README 1B week1 mean of datasets quiz.png 170KB numpy_tutorial.ipynb 13KB olivetti_py3.pkz 1.34MB mean,covariance of a dataset and effect of a linear transformation.ipynb 31KB variance of 1d datasets quiz.png 139KB README 1B covariance matrix of a 2D dataset quiz.png 164KB week4 load_data.py 408B chain rule practice quiz.png 159KB README 1B chain_rule.pdf 151KB week3 projections.pdf 206KB Orthogonal projectioins.ipynb 129KB projecting onto a 1D subspace.png 108KB olivetti_py3.pkz 1.34MB Mathematics_for_Machine_Learning_PCA_Lecture_Slides.pdf 595KB projecting 3D data onto 2D subspace.png 188KB README 1B README 1B Mathematics for Machine Learning PCA.pdf 206KB Mathematics For ML Specialization Certificate.pdf 315KB course2 - multivariate calculus Week 3 simple artificial neural networks quiz.png 720KB Backpropagation.ipynb 223KB training neural networks quiz.png 943KB multivariate chain rule exercise.png 329KB README 1B Week 4 applying the taylor series quiz.png 949KB taylor series-special cases quiz.png 1.02MB taylor series assessment quiz.png 1.48MB 2d taylor series quiz.png 1.03MB matching functions and approximations.png 1.63MB README 1B Week 5 Gradient+descent+in+a+sandpit.ipynb 1.55MB lagrange multipliers quiz.png 501KB checking newton-raphson quiz.png 967KB newton-raphson in one dimension quiz.png 518KB README 1B optimization scenarios.jpg 1.82MB Week 1 matching the graph of a function to the graphs of its derivative quiz.jpg 904KB matching functions visually quiz.jpg 1.17MB practicing the product rule quiz.png 173KB let's differentiate some functions quiz.png 181KB practicing the chain rule quiz.png 145KB unleashing the toolbox quiz.png 142KB README 1B Week 2 bigger jacobians quiz.png 274KB The+Sandpit.ipynb 1.53MB practicing partial differentiation quiz.png 253KB calculating hessians quiz.png 237KB calculating the jacobian quiz.png 160KB jacobians and hessians assessment quiz.png 206KB README 1B The+Sandpit+-+Part+2.ipynb 1.55MB README 1B Week 6 Fitting+the+distribution+of+heights+data.ipynb 291KB fitting a non-linear function quiz.png 602KB linear regression quiz.png 939KB README 1B Certificate Multivariate Calculus.pdf 192KB资源评论
