GitHub projects

CatBoost

adaBag R package

Practical XGBoost in Python online course (free)

xgboost vs gbm

Gradient Boosting Machine

Boosting Wikipedia Page)

Evaluating Random Forests for Survival Analysis Using Prediction Error Curve

Probabilistic Trees Research Paper

MARS

CART

Good Article

What is entropy and information gain in the context of building decision trees?

Weak side of Decision Trees

Tree Based Models in R

Intro to SVM in R

Variable Importance from SVM

Practical Guide to SVC, Slides

A closer look at Skip Gram Modeling

, Part 2, Part 3

, Part 2

A closer look at Skip Gram Modeling

Topic Modeling of Twitter Followers

Intuitive explanation of the Dirichlet distribution

Your Guide to Latent Dirichlet Allocation (LDA)

Bag of Words

NLP from Scratch | Google Paper

Interesting Deep Learning NLP Projects Stanford, Website

Knowledge Representation Learning Papers

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Interview with Yann LeCun | Kaggle

, Codes, GitHub

LSTM dramatically improves Google Voice Search, Another Article

Optimizing RNN Performance

Another Intro

ANN implemented in C++ | AI Junkie

Role of Bias in Neural Networks

Torch Cheatsheet

Learning Torch GitHub Repo

, Code

Theano)

AWESOME! Deep Learning Tutorial

Deep Learning Comprehensive Website, Software

Recent Reddit AMAs related to Deep Learning, Another AMA

Deep Learning FAQs on Quora

Understanding Bootstapping for Validation and Model Selection

Training with Full dataset after CV?

Applying and Interpreting Linear Regression

, Stack Exchange