A compilation of resources for those who are interested in learning the way A.I and Machine Learning works.

by Nico

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Chapter 1: Introduction

Complete Machine Learning & Data Science Bootcamp 2022

www.udemy.com

The first part of this course is amazing to understand the basics of Data Science and Machine Learning.However, the second part is confusing, and I would recommend skipping it and move to the next resource directly.

π₯ Video

πΆ Beginner

πΈ $12.99

βοΈ 2w

The Modern Python 3 Bootcamp

www.udemy.com

Machine learning is in Python, so you need to understand it before going there. This course dive in-depth into it and is very accessible

π₯ Video

πΆ Beginner

πΈ $12.95

βοΈ 1w

Chapter 2: The real stuff

Supervised Machine Learning: Regression and Classification

www.coursera.org

First course of the trilogy, will re-cover some of the basics you learned in the Udemy course and teach you how to use Machine Learning, the basics of A.I

π₯ Video

π€ Advanced

πΈ Free

βοΈ 5w

Advanced Learning Algorithms

www.coursera.org

This one covers Neural Networks, used to classify pictures and a bunch of other cool stuff.

In the third course of the Machine Learning Specialization, you will: β’ Use unsupervised learning techniques for unsupervised learning: ... Enroll for

π₯ Video

π Expert

πΈ Free

βοΈ 1m

Chapter 3: M.L Maths for people who aren't into Maths.

The Vector Dot Product

You'll deal with a concept called "matrice" in ML. The Vector Dot Product is an essential concept to understand how data are being handled. And it's pretty simple when you understand it.

π₯ Video

πΆ Beginner

πΈ Free

βοΈ 6m

Mean Squared Error

Mean Squared Error sort of helps you measure how precise is your A.I.Β

π° Blog

π€ Advanced

πΈ Free

βοΈ 10m

Linear Algebra

Essential concept

π° Blog

πΆ Beginner

πΈ Free

βοΈ 1m

Calculus

Don't really remember the whole thing, but it's great for people who sucks at math like me

π₯ Video

πΆ Beginner

πΈ Free

βοΈ 1m

Derivative | Definition & Facts

www.britannica.com

derivative, in mathematics, the rate of change of a function with respect to a variable.Β

π° Blog

πΆ Beginner

πΈ Free

βοΈ 1m

Derivatives

www.khanacademy.org

More about derivatives

π₯ Video

πΆ Beginner

πΈ Free

βοΈ 1m

Slopes & Algebra

π₯ Video

πΆ Beginner

πΈ Free

βοΈ 1m

Secant lines & average rate of change

www.khanacademy.org

For derivatives

π₯ Video

πΆ Beginner

πΈ Free

βοΈ 1m

Partial derivatives, introductionΒ

www.khanacademy.org

Partial derivatives tell you how a multivariable function changes as you tweak just one of the variables in its input.