# AI News, Omar Gutiérrez - From linear algebra to machine learning

- On Sunday, September 30, 2018
- By Read More

## Omar Gutiérrez - From linear algebra to machine learning

From linear algebra to machine learning[EuroPython 2018 - Talk - 2018-07-27 - Fintry [PyData]][Edinburgh, UK]By Omar GutiérrezMath is a crucial skill for people who are interested in Data Science and Machine Learning.

Basically is just another tutorial about vectorization, in this case, oriented to understand and implement machine learning algorithms and the mathematical foundation that supports it.OutlineReview of linear algebra: A brief review of essential linear algebra, concepts and the explanation with NumPy: scalars, vectors, matrices, tensors, multiplication of vectors, inner products, vector spaces, etc.Review of machine learning: A brief review of essential machine learning, concepts that are related to mathematical concepts: dimensionality reduction, principal component analysis, etc.Optimization: Analytical vs.

- On Sunday, March 24, 2019

**Omar Gutiérrez - From linear algebra to machine learning**

From linear algebra to machine learning [EuroPython 2018 - Talk - 2018-07-27 - Fintry [PyData]] [Edinburgh, UK] By Omar Gutiérrez Math is a crucial skill for ...

**2018 - From linear algebra to machine learning**

Math is a crucial skill for people who are interested in Data Science and ..

**Deep Learning Prerequisites: The Numpy Stack in Python**

Aiodex's Referral Program will give you 20% -80% commission from their transaction fee for 7 years. The value will be calculated starting from the date the ...

**How to Do Mathematics Easily - Intro to Deep Learning #4**

Let's learn about some key math concepts behind deep learning shall we? We'll build a 3 layer neural network and dive into some key concepts that makes ...

**Regression How it Works - Practical Machine Learning Tutorial with Python p.7**

Welcome to the seventh part of our machine learning regression tutorial within our Machine Learning with Python tutorial series. Up to this point, you have been ...

**How to Make an Image Classifier - Intro to Deep Learning #6**

We're going to make our own Image Classifier for cats & dogs in 40 lines of Python! First we'll go over the history of image classification, then we'll dive into the ...

**Linear Regression Machine Learning (tutorial)**

I'll perform linear regression from scratch in Python using a method called 'Gradient Descent' to determine the relationship between student test scores ...

**Random Forests - The Math of Intelligence (Week 6)**

This is one of the most used machine learning models ever. Random Forests can be used for both regression and classification, and our use case will be to ...

**Multivariate Calculus – More simple neural networks**

Course 2 - Mathematics for Machine Learning Multivariate Calculus, Module 3 Multivariate chain rule and its applications To get certificate subscribe at: ...

**Practical Machine Learning Tutorial with Python Intro p.1**

The objective of this course is to give you a holistic understanding of machine learning, covering theory, application, and inner workings of supervised, ...