Random Forest Algorithm Clearly Explained!

[@noahrubin375]

Easily the best video on Random Forests I've seen

[@NormalizedNerd]

Thank you!!

[@sidchatt]

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!

[@smitm.1342]

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

[@yashmore3525]

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]

That's exactly my goal!

[@red-bluelife]

Exactly!

[@raphaellaoun2784]

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

[@Mutual_Information]

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]

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

[@Mutual_Information]

@@NormalizedNerd Thank you! Much appreciated :)

[@shivoham5939]

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

[@elvykamunyokomanunebo1441]

I've done a few machine learning courses on KZbin 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 ;)

[@ericametta6964]

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

[@yd3021]

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

[@kenshin198406]

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

[@richardiovanna1432]

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.

[@MadeleineParnot]

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

[@mohammedarshad9318]

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

[@21121990jay]

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

[@Jjhvh860]

I like how you Connect ML terminology with Concepts, Underated Channel

[@NormalizedNerd]

Thanks man!

[@mybankbalanceis0]

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

[@vijaykothawar1818]

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!!

[@rose_garden_chess]

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

[@NormalizedNerd]

Wow, thanks!

[@jarjarrose]

I know I'm three years too late - but this is a fantastic video and is easily the best explanation I've seen so far

[@MrXdq1987]

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!

[@softwareengineer8923]

Perfectly lucid explanation, keep the high quality content up

[@anjalichakraborty2742]

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....

[@delfipotters3161]

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

[@TheHalittle]

You have made me understand a topic in 6 minutes which my Dr. at uni couldnt in a whole semester. Thank you.

[@mylenelaliberte9208]

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

[@niluparupasinghe171]

This should be on the top of search results for what is a "Random Forest".... great job, well explained.

[@NormalizedNerd]

I also think so :P

[@MysticAngel3224]

This is a really cool overview of the random forest. Definitely helped me revise what I had read on the algorithm... thanks a lot!

[@nablam8651]

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

[@jorgelopezcuns]

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

[@pinkluna666]

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!

[@yhoff76]

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

[@francescosanvito992]

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!

[@jmoscosa]

Dude this video and the video on decision trees have better content than a full semester on my master's degree. Very very good and clear explanation 👏 👌!!

[@NormalizedNerd]

Thanks man! I know sometimes the courses fail to cover all the details because they have to fit so many things into one semester!

[@fawadafridi3570]

@@NormalizedNerd i dont think syllabus is the reason why would they spent 4 - 5 hrs on random forest then. Its about the technique. However in class teacher cannot focus on every student and also people who search on internet are all dedicated to learn unlike to that of class which is sort of compulsory and you do not get the time of your choice also

[@Enthusiastic-35]

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.

[@rhesamulyadi]

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]

Glad it was helpful!

[@ziyuan2368]

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

[@et_smithy]

Amazing explanations as well as quality graphics, as always!!

[@sukursukur3617]

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

[@abinav92]

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

[@kenanmenkuc9873]

Thank you, this video really helped me understand random forests

[@anwarsaid135]

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

[@ishitasadhukhan1]

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

[@ankitjain3164]

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

[@justgovi]

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

[@mincheng6194]

This explaination is crystal clear! Thanks best I have ever seen

[@eloimp88]

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

[@dr-x-robotnik]

Hi, I accidentally found your KZbin 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]

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

[@ujjwal2473]

@@NormalizedNerd But you haven't🥲

[@barbarakiyomoto4478]

Thank you, this really helped me understand random forests easily

[@NormalizedNerd]

Glad to hear that!

[@Devodry]

Best explanation for a newbie I’ve ever seen!

[@ash__borne]

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

[@yccdavis]

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

[@NormalizedNerd]

So glad to hear that!

[@walterkelt4475]

Tremendous video !!! Simple example got the major points across. Thanks

[@naodtesfalem6758]

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

[@olafschneekoenigin6186]

You spoke freely and used pictures. Good Job.

[@krishnachaitanyapullakandam]

The visualization made it easy to understand! Loved it.

[@pikaso6586]

Great job bro, your channel is under-rated.

[@harshal.rathore]

I think there is a little bit of miss information(as I've watched some other videos like statquest and read some articles) we do not use the same randomly selected subset of features through out the tree from root node to last decision node but we randomly select a subset of features at each decision node to decrease the correlation between the decision trees and make them more robust.

[@bsatyam]

Yes! Exactly. I was confused about the same and this video just fueled my confusion.

[@emilmohaneriksson]

Yes this is entirely correct. I got confused by the same thing.

[@dianamustakhova2332]

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

[@anurtj]

Great explanation. Keep up the good work!

[@NormalizedNerd]

Thanks, will do!

[@Josh-di2ig]

amazing video. everyone who wants to learn about RF algo should watch this.

[@schylerreis5227]

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

[@im_debamrita]

Great Explanation!!!

[@television80]

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

[@lucianoinso]

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

[@NA-rx5oy]

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!!

[@excelelmira]

My mathematical heart cracked when he casually said "log or square root of the total number of features". Those two values could be many orders of magnitude different from each other.

[@Enthusiastic-35]

This is one of the best Machine Learning Channel. Why you people not update about new videos?

[@timklymenko7619]

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

[@mahaalabduljalil6596]

AmaaaaaaaaaZing! I'm learning and enjoying your story telling :)

[@slimyelow]

Excellent graphics. It took me just seconds to realize that this is a mega common data structure.

[@jordibeunk1423]

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.

[@LifeKiT-i]

I just study ML under Andrew Ng course, but found it very confusing. However, you explain it in a very clear way!!!!

[@DEVANSHGOEL-dq1wh]

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.

[@lutongfeng9384]

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

[@stefangabor5985]

This is actually pretty good, nice job!

[@sofiayz7472]

Thanks for helping me understand something that I didn’t understand many years after graduating from my Masters 😅

[@NormalizedNerd]

Glad to help :D

[@burburchacha]

Really good explanation, much much better than my lecturer

[@sandysandor6052]

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!

[@iftrejom]

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

[@herbertng522]

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

[@Shyamshundar1]

Thank you sir for this crystal clear explanation.

[@benfield1866]

this was very well explained and simple to understand

[@yuweihsu19]

the explanation is clear and thorough, love it!

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

[@shivarajnavalba5042]

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.

[@tomoki-v6o]

I was thinking it's. gonna end up with a combined decision tree. that summarises everything. thanks for the beautiful clear explanation.

[@tomoki-v6o]

So this is why they call it forest.

[@Buckybarnesfan22]

Amazing graphics and clear explanation. Thank you!

[@borees36]

Amazing explanation, thank you very much for sharing your knowledge!

[@KhoaPham-qj8ry]

That is so clearly explained. Well done!!

[@yunik_developer]

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

[@sedgeleyp]

Excellent video on the Random Forest algorithm!

[@TheNazbul]

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

[@abdulrehmanamer4252]

The best concise explanation!

[@jamiyana4969]

literally the best video on this topic!!!

[@yuqingpan9227]

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

[@tatjanazivkovichansen3764]

Normalized nerds is what we all nerds tend to become! Thanks for this nice video!

[@tanmaysingh1131]

well explained bro... please make one explaining the extra tree algorithm for regression

[@ХеллБой-я1щ]

Thank you for the high quality video and explanations

[@antoniojuarezalencar103]

Nice, clear explanation. Many thanks!

[@joshholder359]

Concise, clear, and accurate. Thanks!

[@NormalizedNerd]

😄😄

[@tamimhasanbhuiyan9333]

Very nice explanation of this algorithm