Linear Regression + Decision Trees = Linear Trees

Показать описание

Best of both worlds.

ritvikmath

Рекомендации по теме

Комментарии

you made it so easy to understand. Now I feel I changed my mind about statquest. Thanks

MarwahTAli

Well, this is my evening sorted!!! Thank you very much

a

As always great job ritvik! Wow that is amazing, in less than 3 minutes you explained a pretty advance concept. Keep up the great work

ResilientFighter

Love this short format!

You can singlehandedly double the IQ of TikTok now too if you wanted.

cgabode

Great video. One quick suggestion, you might want to use different colors with drawing best-fit lines inside the same cluster.

BlackmetalSM

So we could essentially approximate any type of function with just linear regression

rudyorre

Wow, never thought possible the combination of lineal regression and decistion tree. It seems to be more powerful than piecewise linal regression methid. IS there anything like this in R?

TorTeCuenta

Nice. Any idea how to implement it in sklearn?

andresfelipehiguera

These videos are such incredible resources. You've taught me a ton--thank you!! I'm starting grad school and will share your link with all my classmates. For someone new to building machine learning models, do you recommend Python and Keras? If you've already made a video on getting started, I'd love the link!

danielm

Can this concept predict a higher value compared on what it was trained? Tree regression cannot, linear regression can. How about this linear trees?

RidingWithGerdas

Ive wondered about this before, but:
1) for this to be effective, you would want the tree to be fairly short, since running a linear reg over small amounts of data is not very effective.
2) How is this different from running some clustering algorithm and then a separate MLR on each cluster?

BaraPlaylist

Is this fitting a piece-wise linear function?

tianyuzhang

Really like these videos but do prefer the white board ones

Andres

Are there any major drawbacks with the 'Linear Tree' strategy? Given an experimental sample, is there any drawback to modeling n partitions using n functions vs modeling the sample with one function?

aZnPriDe

what is the local function you are talking about? Could you please mention some fun to determine that?

scar

Isn't the result just a linear model with categorizations of X as covariates?

danielezampieri

This tends to overfit on training data.

mattberg

Can I have your email if I got general questions regarding my research area?

MarwahTAli

Cool spin on a RT ... more parameters though

Wolf-hhrv

This is not a new idea. It's a predecessor to Logistic Model Trees (LMT) used for classification.

axlrose

Linear Regression + Decision Trees = Linear Trees

Decision Tree Regression Clearly Explained!

Linear Regression + Decision Trees = Linear Trees

Regression Trees, Clearly Explained!!!

Linear Regression vs Decision Trees

Build Decision Tree using Regression Algorithm Solved Example in machine learning by Mahesh Huddar

Decision Tree Vs. Linear Regression

Master Machine Learning: Linear Regression, Decision Trees, Neural Networks, Python & Real-World...

Decision Tree Regression Clearly Explained

Introduction to Statistical Learning With Chief Data Scientist - LIVE AI & Data Science Instruct...

Lec-9: Introduction to Decision Tree 🌲 with Real life examples

Key algorithms linear regression, decision trees, and clustering Part 1

Linear Regression vs Regression tree

Exploring Machine Learning Algorithms Linear Regression/ Decision Trees. and Neural Networks

Decision Tree Vs. Linear Regression - Which one is better for data science problems?

Decision Tree Classification Clearly Explained!

Linear Regression in 2 minutes

Data Science 3 | Linear Regression, Polynomial Regression and Regression tree

All Learning Algorithms Explained in 14 Minutes

Machine Learning Basics: Linear Regression, Decision Trees, and Neural Networks | N SOLUTIONS

All Machine Learning Models Explained in 5 Minutes | Types of ML Models Basics

Classification and Regression in Machine Learning

Linear Regression vs Logistic Regression - What's The Difference?

Decision Tree Regression in Jupyter Notebook

Machine Learning with Sklearn - Linear Regression and Decision Trees