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
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.
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!
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.
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! :)
Thank you Gaia! It's an honor that someone as knowledgeable as you enjoyed the videos. Looking forward to learning from you about all the other aspects of AI and its impact in humanity. :)
This is by far the best intro to ML I've ever seen, amazing job Luis! I'm doing research on ML at work right now and this video definitely gave me a great summary of what ML is!
Brilliant, thank you for the excellent explanations of the algorithms. Very well presented, simple but effective. The slides and key points made make it appear simple, the time just flew watching the video.
Thank you for this awesome tutorial. It moved at a brisk pace and had excellent visuals and commentary. Easily the best 1/2 hour intro on this subject.
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.
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!
What a great way of explaining machine learning. Thank you very much. For this video to be on CZcams for more than a year, deserves at least two million views.
Damn. By far the best introduction video ever. I was honestly scared after going through many coursera introductory videos. And I was literally on the verge of never looking back into ML. Thanks for this.
I just wanna say thank you Mr. Serrano for such a great explanation....i just love the way you explain the concepts....once again thank you sir......kindly please upload more videos on Machine Learning......:)
Thank you Punita, glad you liked them! I have another video on Deep Learning, (czcams.com/video/BR9h47Jtqyw/video.html) and very soon I'll be uploading another one of Convolutional Neural Networks. :)
You are one of the best teachers in the world. Great teaching combined with apt visuals to make learning complex topics easy for us. Thank you so much. Please upload similar videos on Deep learning, Cognitive computing, AI, IoT, Coding etc.
This is so far the first REALLY clear and well explained video related to Machine Learning. Thank you so much. your video is amazing and I'm happy to find it!
You have a very well clear idea about what machine learning is. Thank you for this beautiful explanation and usage of meaningful visuals that could be understand by everyone.
Thank you Ankur! Will keep them coming. The material is not super easy anyway, so if you understand it, pretty sure your IQ is well into the triple digits. :)
By far, the best introduction ever. Amazing way of explaining things. Hope you produce more of these high quality videos to simplify complex algorithms. Spectacular 👏👍👏🙏
You the best -- I have been banging my head on ML for long , read books and saw videos but you made me understand it in easy way . Thank you very much for this video .
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
This is one of the best keynotes I have ever seen in the topic. Thanks! It would be nice to reach out the slides that you created. Is there any chance?
Thanks Oguzhan! As of right now I can't, since I use them for a few different things, but will be putting all this in a blog sometime, I'll keep you posted!
The algorithms are well presented, and I thank you for that. But you don't provide context, categories, use cases, efficiency details,... That could be really useful for me to be able to link those algorithms to encountered problems :)
Good ideas, I'll add some real life applications for the next one, and some comments about efficiency, implementation, etc. Any more ideas please let me know!
This was meant as a somewhat short introduction to ML. If he had added everything you said, then it would have been hours and hours long and people would have skipped it, because it would have been too long. From what you learn here, there are plenty more advanced videos to watch.
Superb real-life examples - clear and easy to follow - and excellent explanations. This is a perfect video for an introduction to Machine Learning. Thank you so much!
I was quite impressed with the way you have explained... its very easy to understand to even a primary students... great work... Please keep uploading such types of interactive videos..
This is such a good video in explaining!!! I'd recommend this to be the first video to be watched to anyone who is totally new to Machine Learning. Good job! xx
Great intro, thank you. I'd say this is a data scientist toolbox not a machine learning intro, but since you defined learning as 'solving problems given previous data', even linear regression prediction counts in. I love the K-means explanation. Thank you!
Superb lecture and i like the concept of quiz and examples that you have given. Really well explained and i must say this is the first video on ML that i enjoyed alot. Great work
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!
perhaps the best explanation of algorithms. stumbled upon this video while searching for something else; but i stopped my all other work and completed watching this video! thanks Serrano.
Awesome and simple explanation to various ML algorithms. Would love to see more videos on how to address the qns mentioned towards the end of this video.
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
Thank you for breaking it down, Nick! Super useful.
@Love Thy Neighbor hahahaha.....!!!!
Please go to this link, perfectly explained Machine learning using mathematical approach czcams.com/channels/7tzG9dDMcp0-WfGROT9cYw.html
Thank you for making things better
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.
Thank you for your nice words, Osman! I enjoyed making them.
Ditto
Please go to this link, perfectly explained Machine learning using mathematical approach czcams.com/channels/7tzG9dDMcp0-WfGROT9cYw.html
And it will make a different realization when you revisit after few months...
you made me feel my 4 years of engineering was a waste of time after watching this, great job super man
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.
Awesome explanation with nice examples. Great work Luis!
Thanks Tejas!
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!
Please go to this link, perfectly explained Machine learning using mathematical approach czcams.com/channels/7tzG9dDMcp0-WfGROT9cYw.html
Just want to leave a comment so that more people could learn from your amazing videos! Many thanks for the wonderful and fun creation!!!
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.
Simply Amazing!
To-The-Point and Simple
Excellent Work!
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! :)
Thank you Gaia! It's an honor that someone as knowledgeable as you enjoyed the videos. Looking forward to learning from you about all the other aspects of AI and its impact in humanity. :)
This is by far the best intro to ML I've ever seen, amazing job Luis! I'm doing research on ML at work right now and this video definitely gave me a great summary of what ML is!
The best video to introduce ML to a novice i have seen so far. Beautifully explained with excellent diagrams. Wonderful, wonderful !
It's awesome video I have ever seen about explaining about Machine Learning. Thank you sir.
"Mount Errorest", definitely caught my attention LOL. Amazing explanation!
Brilliant, thank you for the excellent explanations of the algorithms. Very well presented, simple but effective. The slides and key points made make it appear simple, the time just flew watching the video.
Thank you for this awesome tutorial. It moved at a brisk pace and had excellent visuals and commentary. Easily the best 1/2 hour intro on this subject.
😍your way of teaching is really good....
Thank you ...
Now i think ml is easy ...
Loved Your Video, Machine Learning Explained in an extraordinary order, Thank You.
Thank you Hari!
Please go to this link, perfectly explained Machine learning using mathematical approach czcams.com/channels/7tzG9dDMcp0-WfGROT9cYw.html
Very logical and intuitive approach in introducing a hyped-up concept. Loved the graphics! Thank you and great job, Luis!
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.
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!
Thank you Aashana!
By far the best intro to ML I've ever seen. It would be amazing to make other videos for more some advanced techniques
Thank you! For sure, I've released a deep learning one, and currently making some more. If you have any topics you'd like to see, let me know!
Please go to this link, perfectly explained Machine learning using mathematical approach czcams.com/channels/7tzG9dDMcp0-WfGROT9cYw.html
What a great way of explaining machine learning. Thank you very much. For this video to be on CZcams for more than a year, deserves at least two million views.
Brilliant!! Only a professional teacher & who love to tech can tech like this. This channel is so underrated.
Thank you so much for the pains you took in creating this video.. It was very good intro to ML..
Just perfect, even a 5 years old kid can understand. Congrats!!!!!!!
Thank you! :)
The best explanation of each technique with awesome animation videos!! Also, Very easy way to understand and interpret! Great presentation work Luis!
Never learnt so much in a 30 minute video ever. Probably the best introduction for one of the most complicated topics :)
Dear lord, I literally answered all of those question, your method of teaching is amazing...
Thanks Syed! Some of the questions get pretty challenging, so nice job answering them all!
Awesome explanation supported by meaningful visuals. Bravo!
Thank you Paolo!
Luis Serrano
Luis Serrano
Luis Serrano
Luis Serrano
delasempresasque
Thank you so much, Luis. Your video is the most enlightening of them all on ML. Simple yet very true.
Damn. By far the best introduction video ever. I was honestly scared after going through many coursera introductory videos. And I was literally on the verge of never looking back into ML. Thanks for this.
I just wanna say thank you Mr. Serrano for such a great explanation....i just love the way you explain the concepts....once again thank you sir......kindly please upload more videos on Machine Learning......:)
Thank you Punita, glad you liked them! I have another video on Deep Learning, (czcams.com/video/BR9h47Jtqyw/video.html) and very soon I'll be uploading another one of Convolutional Neural Networks. :)
I am glad that you replied....:) waiting for more videos....:)
Can you please tell me how you start.? I'm good at maths and I love python, what is your first project of ML
This video is one of the best explanation about machine learning, Nice work...
You are one of the best teachers in the world. Great teaching combined with apt visuals to make learning complex topics easy for us. Thank you so much. Please upload similar videos on Deep learning, Cognitive computing, AI, IoT, Coding etc.
This is so far the first REALLY clear and well explained video related to Machine Learning. Thank you so much. your video is amazing and I'm happy to find it!
Absolutely amazing video, I can tell a lot of hard work went into this. Thanks a bunch
Thank you! I really enjoyed making it.
I'm glad this was my first video on learning about machine learning. So informative. Thank you for this.
Thank you Cayman!
You have a very well clear idea about what machine learning is. Thank you for this beautiful explanation and usage of meaningful visuals that could be understand by everyone.
This is the best video as of now for people who are just starting to get idea of machine learning! need more of these. Thanks a lot.
Breathtaking intro to ML. Thanks!
best first block of my ml learning. thank you...
Thank you Aravindan!
Great visualization! simple yet important content! Thank you !
Simply Awesome! Great explanation, awesome visuals, great analogies and useful content. Congratulations!
Luis keep up these videos my man. My IQ doesn't surpass triple digits and your videos help me understand these complex topics. Thank u
Thank you Ankur! Will keep them coming. The material is not super easy anyway, so if you understand it, pretty sure your IQ is well into the triple digits. :)
great presentation
Thank you Rakesh!
This is brilliant and explains extremely complicated concepts in an easy to understand intro. Really loved it!
Explained a complex topic in simple way. its cleared my hundreds of doubts at once, just awesome explanation.
Best Intro Video on ML.
Thank you Babu, glad you liked it! More will come soon... :)
Amazing introduction......can't skip like and comment....!
Thank you Siva!
This is the best Machine Learning Video for beginner that I ever seen. I like your way of explaining and think from the learners. Hats off.
By far, the best introduction ever. Amazing way of explaining things. Hope you produce more of these high quality videos to simplify complex algorithms. Spectacular 👏👍👏🙏
Thank you Mohamed! Working on some more...
the best intro to ML
Thank you Artem!
I loved this explanation
Thanks Luis !!. This is a very simple way to learn what is ML. Excellent video.
Very beautiful description with interactive and colorful content. Well done!
You the best -- I have been banging my head on ML for long , read books and saw videos but you made me understand it in easy way . Thank you very much for this video .
Awesome job in explaining the models in the simplest possible way
Thank you!
amazing tutorial.. it makes easy to understand ML
Thank you, Sadia!
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
One of the best introduction. Thank you for your efforts Luis.
This is one of the best keynotes I have ever seen in the topic. Thanks!
It would be nice to reach out the slides that you created. Is there any chance?
Thanks Oguzhan! As of right now I can't, since I use them for a few different things, but will be putting all this in a blog sometime, I'll keep you posted!
Hi Great slides btw. Do you think it's possible to share the slides it would be much appreciated
mount errorist lol
Lol! It was between that, and Mount Kilimanjerror. :)
Should have called it Mt Errorat and had shown an Ark with animals coming down the mountain.
Excellent tutorial. The way you explained the concepts is absolutely superb. Great work, go head.
What a unique way to stimulate memory retention and interest in a subject. Simply legendary! Thank you.
Nice presentation but definitely lacking contextualization :/
Thanks! Any suggestions for the next iteration? More real life applications, more of a road map?
The algorithms are well presented, and I thank you for that. But you don't provide context, categories, use cases, efficiency details,...
That could be really useful for me to be able to link those algorithms to encountered problems :)
Good ideas, I'll add some real life applications for the next one, and some comments about efficiency, implementation, etc. Any more ideas please let me know!
Luis Serrano
Thank you for caring about my suggestion, in the hope it improves your readability :)
This was meant as a somewhat short introduction to ML. If he had added everything you said, then it would have been hours and hours long and people would have skipped it, because it would have been too long. From what you learn here, there are plenty more advanced videos to watch.
Great video .... explained the algorithms in the simplest way possible... thanks.... looking forward to more such videos
oh god this is one of the best explanations I have ever listened to.... you are awesome!!!
Great job. You help me understand so many new algorithms easily with this clip.
Thank you so much! I have no words how nice it was to learn from your video.
That was the easiest and clearest explanation anyone could give about machine learning. Thanks!
Superb real-life examples - clear and easy to follow - and excellent explanations. This is a perfect video for an introduction to Machine Learning. Thank you so much!
AMAZING. I've never seen it so simply stated in all my computer science or decision analysis classes. Really awesome.
This is the best introduction video of machine learning I have seen in many videos. Thanks
Amazing. Beautifully explained. I think it cannot be simplified beyond the way you explained it , that too with examples
No one has ever taught me like this so far. Thank you,you are great.
This is by far the best intro vid on youtube I think. Thank you so much!
I found this incredibly helpful. As a visual learner, I greatly appreciated the use of animations to enforce the examples.
Thank you! This is the easiest to understand machine learning video I've watched, and I've watched a lot! Hope you continue to make more videos. :)
Great job putting this course together! You made it easy to understand complicated boring stuff!!
Absolutely brilliant tutorial. Examples were chosen very well. Kudos Luis!!
A very well done presentation. So much work to build such a nice presentation!
I was quite impressed with the way you have explained... its very easy to understand to even a primary students... great work... Please keep uploading such types of interactive videos..
This is such a good video in explaining!!! I'd recommend this to be the first video to be watched to anyone who is totally new to Machine Learning. Good job! xx
I enjoyed watching the video, never felt like taking a break! great way to know the gist of ML. thank you!
I love your visuals, the explanations and the little questions you put into the video thank you alot! Greetings from Switzerland!
You are the best teacher I have seen in CZcams. absolutely fantabulous
Great explanation! I am a beginner in machine learning and this seems to me the best way to grasp the topic.
Great intro, thank you.
I'd say this is a data scientist toolbox not a machine learning intro, but since you defined learning as 'solving problems given previous data', even linear regression prediction counts in.
I love the K-means explanation. Thank you!
Superb lecture and i like the concept of quiz and examples that you have given. Really well explained and i must say this is the first video on ML that i enjoyed alot. Great work
Simply Wow! Exactly what I was looking for. Thanks Luis.
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!
Thank you, glad you liked it! :)
absolutely brilliant presentation. the simplicity is wonderful. thank you
Wow, amazingly introduced fairly complex algorithms with such a simplicity.
perhaps the best explanation of algorithms. stumbled upon this video while searching for something else; but i stopped my all other work and completed watching this video! thanks Serrano.
Thank you for the video. Clean, to the point, and yet not shallow (watered down). For me, it is an excellent jump start of what machine learning is.
Explained so many algorithms in very simple way...thanks for your efforts !!!
Tqsm for this great explanation, i literally clapped after every algorithm you explained. Nice teaching.
What an awesome explanation and simplified approach for the amateurs .
Awesome! The clarity and simplicity by which these concepts are explained are very impressive.
Awesome and simple explanation to various ML algorithms. Would love to see more videos on how to address the qns mentioned towards the end of this video.