A compilation of resources for those who are interested in learning the way A.I and Machine Learning works.
by Nico
0
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.
🎥 Video
👶 Beginner
💸 $12.99
⌛️ 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
🎥 Video
👶 Beginner
💸 $12.95
⌛️ 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
🎥 Video
🤓 Advanced
💸 Free
⌛️ 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: • Use unsupervised learning techniques for unsupervised learning: ... Enroll for
🎥 Video
😎 Expert
💸 Free
⌛️ 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.
🎥 Video
👶 Beginner
💸 Free
⌛️ 6m
Mean Squared Error
Mean Squared Error sort of helps you measure how precise is your A.I.
📰 Blog
🤓 Advanced
💸 Free
⌛️ 10m
Linear Algebra
Essential concept
📰 Blog
👶 Beginner
💸 Free
⌛️ 1m
Calculus
Don't really remember the whole thing, but it's great for people who sucks at math like me
🎥 Video
👶 Beginner
💸 Free
⌛️ 1m
Derivative | Definition & Facts
www.britannica.com
derivative, in mathematics, the rate of change of a function with respect to a variable.
📰 Blog
👶 Beginner
💸 Free
⌛️ 1m
Derivatives
www.khanacademy.org
More about derivatives
🎥 Video
👶 Beginner
💸 Free
⌛️ 1m
Slopes & Algebra
🎥 Video
👶 Beginner
💸 Free
⌛️ 1m
Secant lines & average rate of change
www.khanacademy.org
For derivatives
🎥 Video
👶 Beginner
💸 Free
⌛️ 1m
Partial derivatives, introduction
www.khanacademy.org
Partial derivatives tell you how a multivariable function changes as you tweak just one of the variables in its input.
