Easily the best video on Random Forests I've seen

@NormalizedNerd

2 жыл бұрын

Thank you!!

Not only a very well-explained video, but aesthetically superb too; the diagrams, the music when the trees are being created - brilliant video! Well done!

Just came across your channel and i must say you deserve a lot of accolades for how much effort you put into visualizing these concepts and explaining the motivation behind everything so well. Good job really. Not many like you out here

Well done! I've been reading/watching tutorials on this subject ad nauseam for the past week and yours was the first to clearly explain it. Will definitely be watching more of your videos.

Unbelievable clarity and simplicity. Hallmark of someone who has truly understood in depth and genuinely wishes to share😊

Love your animations, they make it so easy to understand. Best that I have seen so far!

Hey, I really like the fact that you tend to justify why certain concepts are used the way they are! Hoping to see more fundamental machine learning concepts covered in the future!

@NormalizedNerd

3 жыл бұрын

That's exactly my goal!

@red-bluelife

10 ай бұрын

Exactly!

@raphaellaoun2784

6 ай бұрын

I totally agree really helpful, thank you for the nice videos

This is amazing... I spent a lot of time searching for the right channel to understand machine learning, still there were complexities understanding, but this is simple and well explained... Thanks and keep posting videos!!

I've done a few machine learning courses on KZread and LinkedIn and none of them give a good explanation for bagging and I struggled with why and how you would logically aggregate over many models with different parameters and the feasibility of the application of such models. After watching this, I see a clearer picture. Thank you I've been normalized ;)

Thanks so much! This is so helpful! I’m considering employing RF for diagnosis classification in neuro-imaging, and this video made me understand that RF may be the right fit for my task!

As someone who makes videos on machine learning, I'll say this is an excellent explanation. I like how the algorithm is explained verbally with a visual example. Also, you explain the motivation for the choices of algorithm as you come across them. Variance reduction is key! Very nice - keep it up!

@NormalizedNerd

3 жыл бұрын

Thanks mate! 😄 I just watched your distribution video and enjoyed it a lot...great work!

@Mutual_Information

3 жыл бұрын

@@NormalizedNerd Thank you! Much appreciated :)

@shivoham5939

Жыл бұрын

variance can be reduced by increasing the no of estimators or trees and by decreasing the no of row sample and column samples for each tree

This was wonderful . Very short, to-the-point and covers all the necessary concepts. I think i have a clear understanding now.

I am sending you much appreciation, talented stranger! You earned my like and subscription. I am currently getting into programming / GIS and I am very happy to have stumbled across your channel!

These videos are the best machine learning explanations I've come across anywhere so far, thanks heaps !

I had no idea about what is random forrest before watching it. This 8 minuts talk helped me alot! Thank you!

OMG.....Really thank u for this ..... i literally haven't seen such an amazing Explanation on Random Forest.... it really helped me to get a perfectly clear picture about this Algo....

Hey, your explanation about the maths behind the algorithms with pretty visualisation is awesome. Please upload more videos for other Algorithms, So that begginers like me can enjoy the learning.

Thank you very much! You are a talented pedagogue, and your videos are easy to follow and satisfyingly informative.

I have watched several wideos and read a bunch of articles but I still don't know how a radom forest works until I found your video. Thank you!

Sir, your videos are phenomenal. Extremely thorough and very informative. I wish you all the best in your future endeavors!

Genuinely the most clear video I've yet to see on Random Forest, I can't believe I finally understand !!

One of the best video that I've come across that explains random forest so easily. 👏

Perfectly lucid explanation, keep the high quality content up

This channel is so Underrated!!! This guy is explaining in the simplest way!!!

I was struggling with this concept, but your video was so informative and clearly explained the idea behind it. Instantly subscribed to your channel. Thank you for sharing your great work.

@NormalizedNerd

2 жыл бұрын

Glad it was helpful!

Very helpful video! I have no idea of Machine Learning algorithms but am required to write a term paper on it and your videos help a lot!

Hey, Really superb videos with a clear explanation & the graphical represntation will help to understand easily, Thanks for the videos and expecting more in future.

This is really well-detailed explanation! Thank you very much for explaining mathematical part so easily.

Awesome job at explaining the algorithm clearly, very helpfull. Thanks a lot !

Thank you so much for this video, great explanation and really well executed, kudos!

Enjoyed and appreciated this so much. Clear to the point. Thank you so much!

Wow....amazingly well explained. Thank you so much for creating this wonderful video.

I love your explanations, you are the best to teach these complex concepts

You are amazing.Literally whenever I search for a ml algorithm on youtube your channel pops-up.Thank you for your content🤗

Excellent video! Very clear explanation and the animation was really easy to follow.

Dude I have to say that your videos are really of the best I have watched!! Thank you so much for making those!!

@NormalizedNerd

Жыл бұрын

So glad to hear that!

Nice and clear explanation with animation and reasoning. keep it up!

Excellent use of Manim (by 3 blue one brown). Thanks for the great explanation!

That is so clearly explained. Well done!!

best best best explanation !! And the visuals take the explanations to another level !

Amazing graphics and clear explanation. Thank you!

I liked your mind. You ask philosophical questions and explain those. This is very good learning and teaching method.

Thank you for the video. The best explanation I’ve seen so far

Very clear explanation!! This is the first time I understood the words "bagging"!

Amazing video! I learned a lot on how this works. Will you or do you have videos that talk about what kind of real application scenarios are the best to use the random forests model and why.

Thanks for your video, it's straightward and very dedicatedly prepared!

Thank you, this video really helped me understand random forests

Very good explanation and very good your animation to explain it! Thanks NN, subscribed!

the explanation is clear and thorough, love it!

Favorite Random forest video yet!! Thank you Normalized Nerd!!

@NormalizedNerd

2 жыл бұрын

Wow, thanks!

You're an excellent teacher & this video was amazing 👏🏾 thank you 😊

Best video on random forest. Very well explained. Thanks!!!

Thank you for the high quality video and explanations

Concise and precise, thank you very much! Here, you have a new suscriber

Really, a nice video, piano music while creating the trees, really nice, congrats for your dedication, thanks for sharing your knowledge

Marvelously explained, thank you so much

It so soothing bro the piono in the background and keep it up bro we really like your videos amazing

Your explanations are so well and interesting... ❤❤❤

Amin the medical field, not big fan of stats, but need this knowledge for my research. You did a great job in explaining the concept. Big fan!!

Great explanation. Thank you!!

Hi, I accidentally found your KZread channel and then noticed it is very informative and helpful! Thank you so much for the high-quality content. Please we are looking for more ML algorithms from scratch specially the ensemble algorithms, we will be so grateful if you make videos on those, too!

@NormalizedNerd

2 жыл бұрын

Great to hear that. I'm planning to make more such videos.

@ujjwal2473

Жыл бұрын

@@NormalizedNerd But you haven't🥲

Nice, clear explanation. Many thanks!

Thanks for the video, very clear and detailed!

Thanks a lot for this wonderful presentation.

Thanks for helping out, very clear!

This is the most helpful machine learning video I have ever seen!

Good Job bro, this explaintion is prefect

Great Explanation!!!

Wonderful explanation! Thank you so much!

The visualization made it easy to understand! Loved it.

Got an exposé in a few minutes. This has all I need. Thanks 👍🏾 God bless

Great content!! Congrats

this was very well explained and simple to understand

This is actually pretty good, nice job!

Thanks for this. It was really helpful!

literally the best video on this topic!!!

Hi man, first of all your videos are amazing. It is nice to see, that you can describe such complex topics so easy!! Do you have the name of the paper, which investigate that the number of selected features should be near to the log or square root?

Very nicely explained!

Loved the content!

Such a good explanation - thank you

super clear. loved it.

Excellent video on the Random Forest algorithm!

This is amazing content, thank you !

muchas gracias por la explicación! me ayudó muchísimo!

Hi, The explanation is very nice. One thing i am missing is how the tree is deciding which feature to select as root node and in case of continuous variable, what value the root node should check to make the decision? If this is explained, then it will be perfect in my opinion. Overall Good work. Keep it up.

Excellent video! Please make a video on Boosting and BART ( Bayesian Additive Regression Trees)

how anyone can do so much hard work to make this type of video for us. its amazing work. i can understand how those animations are important for machine learning problem. thank you very much

I am thankful to you for providing such high quality content. Bro, by mistake you have written x2 and x1 two times in last two trees.

Amazing illustrations👏

great video, love the music btw :D

The best concise explanation!

Very good and clear explanation

Best video on random forest.. thank u very much

Excellent video, thank you! I got one small comment. In the original algorithm, a subset of features is selected at every node of the tree. So every tree gets the total set of features, but only a random subset of these features is used at every node.

Great job bro, your channel is under-rated.

Well explained explanation, and great visuals! Thanks a lot!

@NormalizedNerd

2 жыл бұрын

You're very welcome!

Man ! This is amazing 🔥 and the video length is also short ❤️✨

Hey Normalized Nerd you are the best! You explained these concepts better than my professors.

clear explanation and clear visualization, it didn't even feel like learning.

Amazing explanation! Thanks so much :)