Easily the best video on Random Forests I've seen

Thx a lot, Im people from the future😂

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

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!

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!

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.

1:23  correction* --> it should be "maximizes the information gain", not entropy gain

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

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

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!

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

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

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

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

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.

Best video on random forrest. The examples was superb!

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!!

Just to clarify, en each node we select randomly different features (no the same features we use at the root)

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

In this context, variance refers to a property of some models to have a wide range of performance given random samples of data.