Visual Guide to Random Forests

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.

[ggggge]

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.

[mokus]

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

[stephenday]

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.

[abduvosidmalikov]

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!

[jaapstam]

3.6k views??? That is ridiculous. Best video of random forest ive seen.

[santmun]

Great content! Maybe music is too loud though

[danielleb]

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!

[satyasrikanth]

Very well explained. This is one of the best visual videos that I have seen on RF.

[t_ninjitsu]

Such a clear and concise explanation plus lo-fi, as a bonus such a good teaching thank you!

[stanlukash]

How on Earth you have so little views and subs with the best video on Random Forest on YouTube?

[timbarden]

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.

[tiagopaim]

How the fk do you have only 240 subs with this video quality?

[dilraj]

Short and to the point, amazing video!

[elvenkim]

Awesome! simple and to the point! Love the videos in between!

[perpl]

Loved this video ! please re upload with quieter music !

[asdf]

wonderfully explained. This channel has far too few followers for this kind of quality and content

[NeulandInternet]

I really loved your presentation! Comprehensible and concise :)

[sneharj]

Awsome visualization, very uniquely explained. Thanku so much Mam!

[ExcelTutorials]

Very well explained, thank you!!!! Liked and subbed

[elingpramuatmaja]

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!