Faisalsardar1

$25.99

stanford machine learning course (half course + summary)

Voordeelbundel
• 16 items •
door faisalsardar1 •
geupload 2022

i x

Supervised learning setup • College aantekeningen
Dataset split; Exponential family. Generalized Linear Models. • Samenvatting
Linear Algebra Review • College aantekeningen
Linear Algebra • Presentatie
Gaussian discriminant analysis. Naive Bayes.Laplace Smoothing. • College aantekeningen
En meer ….

Python/Numpy Tutorial.

$5.99

Text editor/IDE options.. (don’t settle with notepad) • PyCharm (IDE) • Visual Studio Code (IDE) • Sublime Text (IDE) • Atom • Notepad ++/gedit • Vim (for Linux)

Voordeelbundel
Presentatie
• 39 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning ml
machine learning course • Door faisalsardar1

Neural Networks

$6.49

Deep Learning Supervised learning with non linear models Logistic Regression Neural Networks computational power data available algorithms Propagation equation

Voordeelbundel
Samenvatting
• 6 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning ml
machine learning course • Door faisalsardar1

Neural Networks

Gratis

Deep Learning Supervised Learning with Non-linear Models Neural Networks Backpropagation Vectorization Over Training Examples

Voordeelbundel
College aantekeningen
• 21 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning ml
machine learning course • Door faisalsardar1

Kernels, SVM.

$6.99

summary of Kernel Methods SVMs

Voordeelbundel
Samenvatting
• 8 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning ml
machine learning course • Door faisalsardar1

Kernel Methods

Kernels. SVM.

Voordeelbundel
College aantekeningen
• 30 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning ml
machine learning course • Door faisalsardar1

Probability Theory

$11.99

Outline 1 Basics 2 Random Variables 3 Expectation-Variance 4 Joint Distributions 5 Covariance 6 RV Conditionals 7 Random Vectors 8 Multivariate Gaussian

Voordeelbundel
Presentatie
• 100 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning-ml
machine learning course • Door faisalsardar1

The Multivariate Gaussian Distribution

$4.99

a multivariate normal (or Gaussian) distribution 1 Relationship to univariate Gaussians 2 The covariance matrix 3 The diagonal covariance matrix case 4 Isocontours 5 Linear transformation interpretation

Voordeelbundel
College aantekeningen
• 10 pagina's •
door faisalsardar1 •
geupload 2022

i x

Stanford University • machine learning-ml
machine learning course • Door faisalsardar1

Probability Theory Review

Gratis

Probability theory is the study of uncertainty. Through this class, we will be relying on concepts from probability theory for deriving machine learning algorithms. These notes attempt to cover the basics of probability theory at a level appropriate for CS 229. The mathematical theory of probability is very sophisticated, and delves into a branch of analysis known as measure theory. In these notes, we provide a basic treatment of probability that does not address these finer details. 1 Elem...

Voordeelbundel
College aantekeningen
• 12 pagina's •
door faisalsardar1 •
geupload 2022