Module 10- Theory 3: Advanced ML boosting techniques: XGboost, Catboost, LightGBM
Relevant playlists: Machine Learning Codes and Concepts: • Machine Learning Codes and Concepts (Simpl... Deep Learning Concepts, simply explained: • Deep Learning Codes and Concepts (Simply E... Instructor: Pedram Jahangiry All of the slides and notebooks used in this series are available on my GitHub page, so you can follow along and experiment with the code on your own. https://github.com/PJalgotrader Lecture Outline: 0:00 Intro 0:44 Decision trees fundamental questions 3:55 1- What features to start with and where to put the split? 8:47 2- How to split the samples? presorted-histogram, GOSS and Greedy methods 13:55 3- How to grow a tree? Depth-wise, level-wise, leaf-wise and symmetric 18:26 4- How to combine the trees? bagging vs boosting 23:30 Evolution of XGboost 39:03 LightGBM and CatBoost 41:37 comparing XGBoost, LightGBM and CatBoost
Module 10- Theory 4: Timeseries challenges in machine learning (Cross validation and Bootstrapping)
Module 9- Theory: Decision Trees (CART) Explained- Everything You Need to Master Them
XGBoost Beat My Random Forest By 10 Points — Here's Why | Gradient Boosting EP 14
XGBoost ❌ LightGBM ❌ CatBoost ❌ Scikit-Learn GRADIENT BOOSTING Performance Compared
Gradient Boosting : Data Science's Silver Bullet
Nobody Explained the Schrödinger Equation Like THIS!
771: Gradient Boosting: XGBoost, LightGBM and CatBoost — with Kirill Eremenko
Module 11- Theory: Eigenvalues, Eigenvectors and Principle Component Analysis (PCA and Kernel PCA)
AdaBoost, Clearly Explained
Time Series Forecasting with XGBoost - Advanced Methods
Module 12- Mastering Clustering in ML: K-Means, K-Modes, K-Prototypes & Hierarchical Methods
Decision and Classification Trees, Clearly Explained!!!
Michael Hudson: Der US-Plan zur Wiederbelebung der geoökonomischen Dominanz
XGBoost Part 1 (of 4): Regression
CatBoost 101: Categorical Gradient Boosting Explained
AlphaFold - The Most Useful Thing AI Has Ever Done
Why does every mammal get 1 billion heartbeats in their life?
XGBoost vs CatBoost vs LightGBM vs Adaboost vs GBM
