Search result for Linear Algebra Online Courses & Certifications
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Mathematics for Machine Learning: PCA
by Marc Peter Deisenroth- 4
Approx. 18 hours to complete
Good background in linear algebra (e. , matrix and vector algebra, linear independence, basis)...
Mathematical Biostatistics Boot Camp 1
by Brian Caffo, PhD- 4.5
Approx. 13 hours to complete
A small amount of linear algebra and programming are useful for the class, but not required....
Introduction to Deep Learning
by Evgeny Sokolov , Зимовнов Андрей Вадимович , Alexander Panin , Ekaterina Lobacheva , Nikita Kazeev- 4.5
Approx. 34 hours to complete
The course starts with a recap of linear models and discussion of stochastic optimization methods that are crucial for training deep neural networks. 2) Basic linear algebra and probability. 1) Linear regression: mean squared error, analytical solution. 3) Gradient descent for linear models. 5) Regularization for linear models. Linear regression Linear classification...
Machine Learning 2020: Complete Maths for Machine Learning
by Jitesh Khurkhuriya- 4.1
2.5 hours on-demand video
Learn Math for Machine Learning, Math for Data Science, Linear Algebra, Calculus, Vectors & Matrices, Probability & more Algebra Foundations In this section, we will lay the very foundation of Algebraic Equations including Linear Equations and how to plot them. Linear Algebra Linear Algebra is the mathematics of the 21st Century....
$11.99
Modern Deep Convolutional Neural Networks with PyTorch
by Denis Volkhonskiy- 4.2
2 hours on-demand video
Introduction section, where I remind you, what is Linear layers, SGD, and how to train Deep Networks. Matrix calculus, Linear Algebra, Probability theory and Statistics Basics of Machine Learning: Regularization, Linear Regression and Classification, Basics of Deep Learning: Linear layers, SGD, Multi-layer perceptron...
$11.99
VLSI CAD Part II: Layout
by Rob A. Rutenbar- 4.8
Approx. 24 hours to complete
Linear algebra and calculus at the level of a junior or senior in engineering. Elementary knowledge of RC linear circuits (at the level of an introductory physics class)....
Linear Algebra III: Determinants and Eigenvalues
by Greg Mayer- 0.0
3 Weeks
This course takes you through roughly three weeks of MATH 1554, Linear Algebra, as taught in the School of Mathematics at The Georgia Institute of Technology. Prospective students enrolling in this class are encouraged to first complete the linear equations and matrix algebra courses before starting this class....
$199
Mathematical Foundations of Machine Learning
by Dr Jon Krohn- 4.5
15.5 hours on-demand video
Essential Linear Algebra and Calculus Hands-On in NumPy, TensorFlow, and PyTorch Jon Krohn, this course provides a firm grasp of the mathematics — namely the linear algebra and calculus — that underlies machine learning algorithms and data science models. Understand the fundamentals of linear algebra and calculus, critical mathematical subjects underlying all of machine learning and data science...
$17.99
Sparse Representations in Signal and Image Processing: Fundamentals
by Michael Elad , Alona Golts- 0.0
5 Weeks
Its core idea is the description of the data as a linear combination of few building blocks - atoms - taken from a pre-defined dictionary of such fundamental elements. A series of theoretical problems arise in deploying this seemingly simple model to data sources, leading to fascinating new results in linear algebra, approximation theory, optimization, and machine learning....
$149
Supervised Learning: Regression
by Mark J Grover , Miguel Maldonado- 4.8
Approx. 11 hours to complete
To make the most out of this course, you should have familiarity with programming on a Python development environment, as well as fundamental understanding of Data Cleaning, Exploratory Data Analysis, Calculus, Linear Algebra, Probability, and Statistics. Introduction to Supervised Machine Learning and Linear Regression Introduction to Linear Regression Linear Regression Demo - Part1...