A Friendly Introduction to Machine Learning

Показать описание

40% discount promo code: serranoyt

A friendly introduction to the main algorithms of Machine Learning with examples.
No previous knowledge required.

What is Machine Learning: (0:05)
Linear Regression: (2:25)
Gradient Descent: (4:10)
Naive Bayes: (6:20)
Decision Trees: (10:35)
Logistic Regression: (13:20)
Neural networks: (17:00)
Support Vector Machines: (18:50)
Kernel trick: (20:05)
K-Means clustering: (26:00)
Hierarchical Clustering: (28:30)
Summary: (29:40)

(Thanks to Nick Kartha for breaking down the topics!)

If you like this, there's an extended version in this playlist:

Рекомендации по теме

Комментарии

0:05 What is Machine Learning? Humans learn from past experiences, computers learn from previous data.
2:25 Linear Regression: Finding the line that works best between a given set of points.
4:10 Gradient Descent : Square of error minimization to get best line fit
6:20 Detecting Spam e-mails with Naive Bayes Algorithm
10:35 Decision Tree
13:20 Logistic Regression
17:00 Neural network as a logistic regression set intersection
18:50 Support Vector Machine with linear optimization
20:05 Kernel trick: planes for curves and vice-versa
26:00 K-Means clustering
28:30 Hierarchical Clustering
29:40 Summary

NickKartha

I would really like to say that it is the first time i actually follow the steps clearly and without any doubt that i understood them.

What a great teacher.

osmanhassan

I got trained from many industry experts and PHd holders. yours was the best for a beginner to understand the concepts in a simple way.

nitinkumar-zkwh

you made me feel my 4 years of engineering was a waste of time after watching this, great job super man

socratesuffer

Hi Luis, I taught math classes for more than fifteen years and watched hundreds of videos on this topic. I can say that I am amazed by your videos and your teaching style. Examples, visualizations are great! You simplify the hard topics so well! Having a math phd tells the difference, too!

asde

Just want to leave a comment so that more people could learn from your amazing videos! Many thanks for the wonderful and fun creation!!!

blesucation

Great examples of ML applications, and I love these visuals!! They are an excellent tool to make the algorithms and concepts more accessible. The world is fortunate to have teachers like you in it Luis! :)

gaiadempsey

So much info in 30 minutes 🤯....the best part is the simplification .
Thank you so much sir...this is best introduction to ml models I have seen so far.

godsfavoritedaughter

Awesome explanation with nice examples. Great work Luis!

tejasvaghela

I am preparing for the Google Professional ML Engineer Certification Exam and this is GOLD. Thank you so much for working hard to create such a great playlist. "If you can't explain it to a six-year old, you don't understand it yourself" (AE). Fun of your knowledge and work

alessiasacchi

To understand this, back in college, it took our prof. 3 one hr lectures to explain it to us. And you did this beautifully within 30 mins! Awesome job!

aashananijhawan

This is one of the best explanation of fundamentals of machine learning algorithms I have seen for someone who has no background in machine learning. Thanks for making this video.

yrandhawa

It's awesome video I have ever seen about explaining about Machine Learning. Thank you sir.

swapnilc

Never learnt so much in a 30 minute video ever. Probably the best introduction for one of the most complicated topics :)

shankar

By far the best intro to ML I've ever seen. It would be amazing to make other videos for more some advanced techniques

zawardolenon

Great explanation! I was very new to Machine Learning. But, now, having gone through your simpler explanation with real-life examples, I have got a clear idea about ML. Thank you, Mr. Serrano!

shahashikulabedsakar

Dear lord, I literally answered all of those question, your method of teaching is amazing...

syedali

Explained a complex topic in simple way. its cleared my hundreds of doubts at once, just awesome explanation.

akshaykumar-lfes

Simply Amazing!
To-The-Point and Simple
Excellent Work!

ayushagarwal

Brilliant!! Only a professional teacher & who love to tech can tech like this. This channel is so underrated.

abdullahalmahfuz

A Friendly Introduction to Machine Learning

A Friendly Introduction to Machine Learning

A Friendly Introduction to Generative Adversarial Networks (GANs)

A friendly introduction to Deep Learning and Neural Networks

A friendly introduction to linear algebra for ML (ML Tech Talks)

A friendly introduction to Bayes Theorem and Hidden Markov Models

Restricted Boltzmann Machines (RBM) - A friendly introduction

Machine Learning | What Is Machine Learning? | Introduction To Machine Learning | 2024 | Simplilearn

A friendly introduction to Recurrent Neural Networks

Support Vector Machines (SVMs): A friendly introduction

Logistic Regression and the Perceptron Algorithm: A friendly introduction

A friendly introduction to Convolutional Neural Networks and Image Recognition

A friendly introduction to distributed training (ML Tech Talks)

A friendly introduction to deep reinforcement learning, Q-networks and policy gradients

A Gentle Introduction to Machine Learning

Decision trees - A friendly introduction

Linear Regression: A friendly introduction

But what is a neural network? | Chapter 1, Deep learning

A Friendly Introduction to Deep Learning for Computer Vision - Seth Juarez

Introduction to ML and AI - MFML Part 1

11. Introduction to Machine Learning

Intro to Machine Learning (ML Zero to Hero - Part 1)

Friendly Introduction to Temporal Graph Neural Networks (and some Traffic Forecasting)

What is Quantum Machine Learning?

Introduction to Machine Learning | What is Machine Learning | Supervised and Unsupervised Learning