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Visual Guide to Random Forests 

Econoscent
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Random Forests are a widely used Machine Learning technique for both regression and classification. In this video, we show you how decision trees can be ensembled to create powerful predictive models.
Note: Some libraries randomize features at the split level rather than the tree level. This does not matter if we assume the trees are decision stumps, meaning there is only 1 split, or max depth = 1. In both cases, the goal is to limit the number of possible features in order to decorrelate the individual trees.

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28 авг 2024

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Комментарии : 80   
@ggggge515
@ggggge515 3 года назад
I watched 4 videos and read 5 articles to understand random forests, and this one really explained the advantages and how they work. 10/10.
@mokus603
@mokus603 3 года назад
When bagging's meaning was revealed as bootstrapping aggregating.. saw tons of tutorials, university materials and none of them expanded on the topic like that. Great video, thank you
@Econoscent
@Econoscent 3 года назад
Thanks for watching!
@stephenday4834
@stephenday4834 3 года назад
The video effects are great. The content is great. The music is overpowering the whole effect, it feels like trying to read a book whilst the neighbors have a loud party going on.
@Econoscent
@Econoscent 3 года назад
that's what college was like for me and I made it out alright! thanks for watching!
@danielleb1253
@danielleb1253 2 месяца назад
What a great video!! I was looking for something quick to just get an idea of what a Random Forest is and you answered all my questions in 5 minutes - amazing!
@abduvosidmalikov
@abduvosidmalikov 3 года назад
Simple explanation and amazing effects. Whenever I read textbook, I try to illustrate concepts as some images to remember it easily. You made this process super efficient with relative images and effects in this video. Thanks a lot!
@Econoscent
@Econoscent 3 года назад
Thanks a lot! We're glad you found it helpful!
@jaapstam4882
@jaapstam4882 3 года назад
3.6k views??? That is ridiculous. Best video of random forest ive seen.
@Econoscent
@Econoscent 3 года назад
Haha thank you so much!
@jaapstam4882
@jaapstam4882 3 года назад
@@Econoscent thank YOU
@Ingeliukas
@Ingeliukas 4 месяца назад
not anymore, my bwoy ( :
@satyasrikanth1588
@satyasrikanth1588 2 месяца назад
Very well explained. This is one of the best visual videos that I have seen on RF.
@Econoscent
@Econoscent 2 месяца назад
Wow, thanks!
@santmun
@santmun 4 года назад
Great content! Maybe music is too loud though
@Econoscent
@Econoscent 3 года назад
Thanks a lot man!
@Domic462
@Domic462 3 года назад
@@Econoscent Naw I like the music.
@xcast1
@xcast1 2 года назад
It wouldn't disturb if the super silent voice audio was louder. And there seems to be some choppy filter which further makes it very hard to hear. Put my laptop to max volume but it is so much quieter than in any normal video.
@stanlukash33
@stanlukash33 3 года назад
How on Earth you have so little views and subs with the best video on Random Forest on RU-vid?
@Econoscent
@Econoscent 3 года назад
Haha Thanks for the love! Do share with your friends!
@timbarden2116
@timbarden2116 Год назад
I honestly only watched your video to understand what Random Forest (the post-rock group) might have had behind the idea of their name. I appreciate the effort you put into your video.
@t_ninjitsu
@t_ninjitsu 3 года назад
Such a clear and concise explanation plus lo-fi, as a bonus such a good teaching thank you!
@Econoscent
@Econoscent 3 года назад
Thank you so much. Do visit again!
@perpl1618
@perpl1618 3 года назад
Loved this video ! please re upload with quieter music !
@asdf3715
@asdf3715 Год назад
wonderfully explained. This channel has far too few followers for this kind of quality and content
@tiagopaim3060
@tiagopaim3060 4 года назад
How the fk do you have only 240 subs with this video quality?
@Econoscent
@Econoscent 3 года назад
Haha we don't know either! Thanks a lot!
@dilraj8842
@dilraj8842 3 года назад
Short and to the point, amazing video!
@Econoscent
@Econoscent 3 года назад
Much appreciated!
@elvenkim
@elvenkim 2 года назад
Awesome! simple and to the point! Love the videos in between!
@Econoscent
@Econoscent 2 года назад
Awesome, thank you!
@sneharj2036
@sneharj2036 2 года назад
Awsome visualization, very uniquely explained. Thanku so much Mam!
@Econoscent
@Econoscent 2 года назад
My pleasure 😊
@NeulandInternet
@NeulandInternet Год назад
I really loved your presentation! Comprehensible and concise :)
@Econoscent
@Econoscent Год назад
Thank you so much!
@femiwilliam1830
@femiwilliam1830 2 года назад
remove this music pls. appreciate your work but your background music made my experience terrible. this is not for entertainment but learning.. haha..
@elingpramuatmaja
@elingpramuatmaja 4 года назад
Really well explained. Thank you! Anyway, I think you should put a baseline audio volume (idk what it's called) because while using the same volume on my device, some of your videos are like 5x louder and vice versa. Nevertheless, great content!
@Econoscent
@Econoscent 3 года назад
Good call!
@laurenkokai3866
@laurenkokai3866 2 года назад
Brilliant video! Thank you.
@user-mf9jj2fs7v
@user-mf9jj2fs7v 8 месяцев назад
interesting choice of background music, fellers
@SuperYTPmaster
@SuperYTPmaster 4 месяца назад
god awful
@ckeong9012
@ckeong9012 2 года назад
awesome! such a great video. thanks
@ExcelTutorials1
@ExcelTutorials1 Год назад
Very well explained, thank you!!!! Liked and subbed
@Econoscent
@Econoscent Год назад
Awesome, thank you!
@grabani
@grabani 8 месяцев назад
Hi There! Great set of videos. The best explanation of decision trees and random forest on YT; I plan on going over other content as well. Just a quick one, are there any plans of releasing the Random Forest Coding tutorial referenced in the video (if already available can you point me to it)? Thanks again.
@mehmetselim1262
@mehmetselim1262 2 месяца назад
I liked your videos keep going on :)
@Econoscent
@Econoscent 2 месяца назад
Glad you like them!
@harshalverma9182
@harshalverma9182 4 года назад
Nice video , keep on going 🔥❤️.
@Econoscent
@Econoscent 3 года назад
Thanks 🔥
@godly2O
@godly2O 3 года назад
Excellent video!
@Econoscent
@Econoscent 3 года назад
Glad you liked it!
@victor.ezekiel
@victor.ezekiel 2 года назад
You said we train a bunch of decision trees [1:13]. In my understanding, with the same gain and impurity function the trees should produce the same output or are we varying the depth (i.e pruning) to differentiate these trees apart.
@Econoscent
@Econoscent 2 года назад
Wrong. The video clearly explains that the training sample is switched up using bootstrapping, so different models see different training data. Further, the features themselves are randomly sampled for each model.
@victor.ezekiel
@victor.ezekiel 2 года назад
You are correct. I thought i replied correcting myself. I am going to deleting the comment. Fine by you?
@Econoscent
@Econoscent 2 года назад
@@victor.ezekiel No let us keep the comment in case someone else has that same question. Thanks for watching
@victor.ezekiel
@victor.ezekiel 2 года назад
@@Econoscent thank you for providing the content.
@saikun0293
@saikun0293 3 года назад
Amazing tutorial
@Econoscent
@Econoscent 3 года назад
Glad you think so!
@elmonovagales2929
@elmonovagales2929 3 года назад
name of the background song please? the song in the background keeps me even more into the video. Great choice. The content is awesome btw
@Econoscent
@Econoscent 3 года назад
We forgot the name :( our bad. If we find it again, we'll comment here. Thanks for watching!
@robertfairburn9979
@robertfairburn9979 11 месяцев назад
Excellent video
@markusgous9319
@markusgous9319 Месяц назад
Background music is overhated. Only problem is that it is a bit too loud
@hamzaessakhi2401
@hamzaessakhi2401 3 года назад
Please Can I ask how to make this video . which software you use to make this animations ? thank you .
@Econoscent
@Econoscent 3 года назад
Thanks for watching. We use Adobe After Effects!
@TheLucake
@TheLucake 3 года назад
Awesome content
@Econoscent
@Econoscent 3 года назад
Thank you!
@nitinyadav3094
@nitinyadav3094 3 года назад
Very informative
@Econoscent
@Econoscent 3 года назад
Glad you liked it!
@subramaniankaushik
@subramaniankaushik 3 года назад
Thanks for the video, it could have been easier to cut it short!!
@Econoscent
@Econoscent 3 года назад
Thanks for watching! Subscribe for more like these!
@dariusbotusanu3391
@dariusbotusanu3391 9 месяцев назад
Great explanation but the background music is too loud and unnecessary.
@samram2950
@samram2950 4 года назад
Reddit gang member here
@Econoscent
@Econoscent 3 года назад
Ain't that right!
@user-fh1do9xb4n
@user-fh1do9xb4n Год назад
Video is good, but the music is rather distracting
@slendrmusic
@slendrmusic 9 месяцев назад
based
@kar2194
@kar2194 2 года назад
Love the background music.
@chacha-mt1zq
@chacha-mt1zq Год назад
brilliant
@skk1711
@skk1711 Месяц назад
Noise background, didn't watch.
@praneethnarayanamurthy7362
@praneethnarayanamurthy7362 4 года назад
who's here from whatsapp?
@Econoscent
@Econoscent 3 года назад
Only you for now!
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