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Decision Trees(35 items)

A

Are decision trees almost always binary trees?

Decision Trees
B

Basic Introduction to CHAID

Decision Trees
B

Bayesian Learning in Probabilistic Decision Trees

Decision Trees
B

Brief Tour of Trees and Forests

Decision Trees
C

CART Explained

Decision Trees
C

CART vs CTREE

Decision Trees
C

CHAID vs CART

, CART vs CHAID

Decision Trees
C

Comparison of complexity or performance

Decision Trees
D

Discover structure behind data with decision trees

Grow and plot a decision tree to automatically figure out hidden rules in your data

Decision Trees
D

Does rpart use multivariate splits by default?

Decision Trees
F

FAQs about Decision Trees

Decision Trees
F

FAQs about Recursive Partitioning

Decision Trees
G

Good Article

Decision Trees
G

Good Article on comparison

Decision Trees
G

Good Tutorial on CHAID

Decision Trees
H

How Decision Trees work?

Decision Trees
H

How do decision tree learning algorithms deal w...

Decision Trees
H

How to extract tree structure from ctree function?

Decision Trees
H

How to measure/rank “variable importance” when ...

Decision Trees
P

party package in R

Decision Trees
P

Probabilistic Trees Research Paper

Decision Trees
P

Pruning a Tree in R

Decision Trees
P

Pruning Decision Trees

), Grafting of Decision Trees)

Decision Trees
R

Recursive Partitioning Wikipedia

Decision Trees
S

Show volumne in each node using ctree in R

Decision Trees
S

Slides Related to Decision Trees

Decision Trees
T

Thorough Explanation and different algorithms

Decision Trees
T

Tree Based Models in R

Decision Trees
U

Using Surrogates to Improve Datasets with Missi...

Decision Trees
W

Weak side of Decision Trees

Decision Trees
W

What is Deviance in context of Decision Trees?

Decision Trees
W

What is entropy and information gain in the con...

Decision Trees
W

Wikipedia Artice on CHAID

Decision Trees
W

Wikipedia Article on MARS

Decision Trees
W

Wikipedia Page - Lots of Good Info

Decision Trees

Deep Learning(144 items)

A

A curated list of awesome Deep Learning tutoria...

Deep Learning
A

A Quick Introduction to Neural Networks

Deep Learning
A

All Codes

Deep Learning
A

An application of RNN

Deep Learning
A

An Intuitive Explanation of Convolutional Neura...

Deep Learning
A

Andrew Ng Sparse Autoencoders pdf

Deep Learning
A

Android TensorFlow Machine Learning Example

Deep Learning
A

ANN implemented in C++ | AI Junkie

Deep Learning
A

Another Good Tutorial

Deep Learning
A

Another Intro

Deep Learning
A

Artificial Neural Networks Tutorials

Deep Learning
A

Auto-Generating Clickbait with RNN

Deep Learning
A

Awesome Deep Learning Reading List

Deep Learning
A

Awesome Deep Vision: List of Resources (GitHub)

Deep Learning
A

Awesome Graph Embedding

Deep Learning
A

Awesome Network Embedding

Deep Learning
A

Awesome TensorFlow List

Deep Learning
A

AWESOME! Deep Learning Tutorial

Deep Learning
A

awesome-rnn: list of resources (GitHub Repo)

Deep Learning
A

Awesome-Torch (Repository on GitHub)

Deep Learning
B

Backpropagation in Matrix Form

Deep Learning
B

Basic ANN Theory

Deep Learning
B

Beginner's Guide about RBMs

Deep Learning
B

Beginner’s Guide to LSTM

Deep Learning
B

Benchmark TensorFlow GitHub

Deep Learning
C

Choosing number of hidden layers and nodes

,2,3

Deep Learning
C

CNN using Theano

Deep Learning
C

Computer Responds to email using LSTM | Google

Deep Learning
C

Core Concepts of Deep Learning

Deep Learning
C

Creating Custom Model For Android Using TensorFlow

Deep Learning
D

DBNs using Theano

Deep Learning
D

Deep Autoencoders Tutorial

Deep Learning
D

Deep Belief Networks Tutorial

Deep Learning
D

Deep Learning Basics

Deep Learning
D

Deep Learning Comprehensive Website

, Software

Deep Learning
D

Deep Learning FAQs on Quora

Deep Learning
D

Deep Learning for Computer Vision with Caffe an...

Deep Learning
D

Deep Learning for Visual Q&A | LSTM | CNN

, Code

Deep Learning
D

Deep Learning Implementation Tutorials - Keras ...

Deep Learning
D

Deep Learning Libraries by Language

Deep Learning
D

Deep Learning nvidia concepts

Deep Learning
D

Deep Learning Papers Reading Roadmap

Deep Learning
D

Deep Learning Software List

Deep Learning
D

Deep learning to classify business photos at Yelp

Deep Learning
D

Deep Learning Tutorials on deeplearning.net

Deep Learning
D

Deep Speech: Accurate Speech Recognition with G...

Deep Learning
D

deeplearning Tutorials

Deep Learning
D

Denoising Autoencoders

, Theano Code

Deep Learning
D

dl4j vs. torch7 vs. theano

Deep Learning
F

fast.ai - Cutting Edge Deep Learning For Coders

Deep Learning
F

fast.ai - Practical Deep Learning For Coders

Deep Learning
G

Geoff Hinton Youtube Vidoes on Deep Learning

Deep Learning
G

GitHub Repo

Deep Learning
G

GitHub Repo

Deep Learning
G

GitHub Repo

Deep Learning
G

Good Theano Tutorial

Deep Learning
G

Google+ Deep Learning Page

Deep Learning
G

Graph Based Deep Learning Literature

Deep Learning
H

Hacker's guide to Neural Nets

Deep Learning
H

Hinton's Guide to Training RBMs

Deep Learning
I

Implementing a Neural Network from scratch

, Code

Deep Learning
I

Implementing LSTM from scratch

, Python/Theano code

Deep Learning
I

Interesting Deep Learning and NLP Projects (Sta...

, Website

Deep Learning
I

Interview with Yann LeCun | Kaggle

Deep Learning
I

Intro to CNNs

Deep Learning
I

Intro to RNN

, LSTM

Deep Learning
I

Intro to Torch

Deep Learning
I

Introduction to Deep Learning Using Python (Git...

, Good Introduction Slides

Deep Learning
I

Introduction to Neural Machine Translation with...

, Part 2, Part 3

Deep Learning
I

Introduction to RBMs

Deep Learning
I

Intuition Behind Backpropagation

Deep Learning
J

JavaScript Library (Browser Based) for CNNs

Deep Learning
K

Knowledge Representation Learning Papers

Deep Learning
L

Learning TensorFlow GitHub Repo

Deep Learning
L

Learning Torch GitHub Repo

Deep Learning
L

Logistic Regression using Theano for classifyin...

Deep Learning
L

Lots of Deep Learning Resources

Deep Learning
L

LSTM dramatically improves Google Voice Search

, Another Article

Deep Learning
L

LSTM explained

Deep Learning
L

LSTM for Human Activity Recognition

Deep Learning
L

LSTM for Kaggle EEG Detection competition (Torc...

Deep Learning
L

LSTM for Sentiment Analysis in Theano

Deep Learning
L

LSTM for Sentiment Analysis in Theano

Deep Learning
L

LSTM vs GRU

Deep Learning
M

Machine Learning using Torch Oxford Univ

, Code

Deep Learning
M

Machine Translation Reading List

Deep Learning
M

Machine Translation using RNN (Paper)

Deep Learning
M

MLP using Theano

Deep Learning
M

Music generation using RNNs (Keras)

Deep Learning
N

Network Representation Learning Papers

Deep Learning
N

Neural Networks and Deep Learning Online Book

Deep Learning
N

Neural Networks FAQs on Stack Overflow

Deep Learning
N

NLP RNN Representations

Deep Learning
N

NN for Beginners

Deep Learning
O

Optimizing RNN Performance

Deep Learning
R

RBM using Theano

Deep Learning
R

RBMs in R

Deep Learning
R

Recent Reddit AMAs related to Deep Learning

, Another AMA

Deep Learning
R

Recurrent Neural Net Tutorial Part 1

, Part 2, Part 3, Code

Deep Learning
R

Recursive Neural Network (not Recurrent)

Deep Learning
R

Recursive Neural Tensor Network (RNTN)

Deep Learning
R

Regression and Classification with NNs (Slides)

Deep Learning
R

RNNs using Theano

Deep Learning
R

Role of Bias in Neural Networks

Deep Learning
S

Sequence Learning using RNN (Slides)

Deep Learning
S

Simple Implementation

Deep Learning
S

Simple RNN

Deep Learning
S

Simplified Scikit-learn Style Interface to Tens...

Deep Learning
S

Speeding up your Neural Network with Theano and...

, Code

Deep Learning
S

Stacked Denoising Autoencoders

Deep Learning
S

Stanford Deep Learning Tutorial

Deep Learning
S

Stanford Notes

, Codes, GitHub

Deep Learning
S

Stanford Tensorflow for Deep Learning Research ...

Deep Learning
S

Stanford Tutorials

Deep Learning
T

TensorFlow Book

Deep Learning
T

TensorFlow Examples for Beginners

Deep Learning
T

The Unreasonable effectiveness of RNNs

, Torch Code, Python Code

Deep Learning
T

Theano

)

Deep Learning
T

Theano Introduction

Deep Learning
T

Theano Tutorial

Deep Learning
T

Time series forecasting with Sequence-to-Sequen...

Deep Learning
T

Top arxiv Deep Learning Papers explained

Deep Learning
T

Torch

Deep Learning
T

Torch Cheatsheet

Deep Learning
T

Torch Code for character-level language models ...

Deep Learning
T

Torch code for Visual Question Answering using ...

Deep Learning
T

Torch Internals Overview

Deep Learning
T

Torch ML Tutorial

, Code

Deep Learning
T

Torch vs. Theano

Deep Learning
T

Train, Validation & Test in Artificial Neural N...

Deep Learning
U

Understanding CNN for NLP

Deep Learning
U

Understanding LSTM Networks

Deep Learning
U

Understanding Natural Language with Deep Neural...

Deep Learning
U

Understanding Natural Language with Deep Neural...

Deep Learning
U

Understanding Natural Language with LSTM Using ...

Deep Learning
U

Using CNNs to detect facial keypoints

Deep Learning
U

Using RNN to create on-the-fly dialogue (Keras)

Deep Learning
V

Video Lectures Oxford 2015

, Video Lectures Summer School Montreal

Deep Learning
V

Visualising and Understanding CNNs

Deep Learning
W

Website

Deep Learning
W

Website

Deep Learning
W

Where to Learn Deep Learning?

Deep Learning
W

word2vec, DBN, RNTN for Sentiment Analysis

Deep Learning
W

word2vec, DBN, RNTN for Sentiment Analysis

Deep Learning

Model Validation using Resampling(23 items)

B

Bootstrapping

)

Model Validation using Resampling
C

Choice of k in k-fold CV

Model Validation using Resampling
C

Cross Validation

)

Model Validation using Resampling
C

Cross Validation vs Bootstrap to estimate predi...

, Cross-validation vs .632 bootstrapping to evaluate classification performance

Model Validation using Resampling
C

CV for detecting and preventing Overfitting

Model Validation using Resampling
C

CV for ensemble learning

Model Validation using Resampling
E

Example of Bootstapping

Model Validation using Resampling
G

Good Animation

Model Validation using Resampling
G

Good Resources

Model Validation using Resampling
H

How does CV overcome the Overfitting Problem

Model Validation using Resampling
H

How to use cross-validation in predictive modeling

Model Validation using Resampling
I

Implementing hold-out Validaion in R

, 2

Model Validation using Resampling
I

Is CV a subsitute for Validation Set?

Model Validation using Resampling
K

k-fold CV in R

Model Validation using Resampling
O

Over-fitting in Model Selection and Subsequent ...

Model Validation using Resampling
P

Partioning data set in R

Model Validation using Resampling
P

Preventing Overfitting the Cross Validation Dat...

Model Validation using Resampling
R

Resampling Explained

)

Model Validation using Resampling
T

Training with Full dataset after CV?

Model Validation using Resampling
U

Understanding Bootstapping for Validation and M...

Model Validation using Resampling
V

Variance Estimates in k-fold CV

Model Validation using Resampling
W

Which CV method is best?

Model Validation using Resampling
W

Why Bootstrapping Works?

Model Validation using Resampling

Natural Language Processing(52 items)

A

A closer look at Skip Gram Modeling

Natural Language Processing
A

A closer look at Skip Gram Modeling

Natural Language Processing
A

A curated list of speech and natural language p...

Natural Language Processing
A

alpha and beta in LDA

Natural Language Processing
B

Bag of Words

Natural Language Processing
B

Bag of Words Model Wiki

Natural Language Processing
C

Classification text with Bag of Words

Natural Language Processing
C

Classification Text with Bag of Words

Natural Language Processing
D

Deep Belief Nets for Topic Modeling

Natural Language Processing
D

Difference between LSI and LDA

Natural Language Processing
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Gaussian LDA for Topic Models with Word Embeddings

Natural Language Processing
G

Google word2vec

Natural Language Processing
G

Graph Based Semi Supervised Learning for NLP

Natural Language Processing
H

How string clustering works

Natural Language Processing
I

Implementation of various topic models in Python

Natural Language Processing
I

Interesting Deep Learning NLP Projects Stanford

, Website

Natural Language Processing
I

Introduction to LDA**

, Another good explanation

Natural Language Processing
I

Intuitive explanation of the Dirichlet distribu...

Natural Language Processing
K

Kaggle Tutorial Bag of Words and Word vectors

, Part 2, Part 3

Natural Language Processing
L

Language learning with NLP and reinforcement le...

Natural Language Processing
L

LDA in Scala

, Part 2

Natural Language Processing
L

LDA Wikipedia

, LSA Wikipedia, Probabilistic LSA Wikipedia

Natural Language Processing
L

Levenshtein distance for measuring the differen...

Natural Language Processing
M

Making sense of word2vec

Natural Language Processing
M

Multilingual Latent Dirichlet Allocation (LDA)

. (Tutorial here)

Natural Language Processing
N

Named Entity Recognition: Applications and Use ...

Natural Language Processing
N

NLP from Scratch | Google Paper

Natural Language Processing
O

Online LDA

, Online LDA with Spark

Natural Language Processing
O

Original LDA Paper

Natural Language Processing
O

Other Quora Resources

, 2, 3

Natural Language Processing
P

Probabilistic Topic Models Princeton PDF**

Natural Language Processing
Q

Quora word2vec

Natural Language Processing
S

Segmentation of Twitter Timelines via Topic Mod...

Natural Language Processing
S

Series of lecture notes for probabilistic topic...

Natural Language Processing
S

Skip Gram Model Tutorial

, CBoW Model

Natural Language Processing
S

Stanford Named Entity Recognizer (NER)

Natural Language Processing
T

Text clustering with Levenshtein distances

Natural Language Processing
T

tf-idf explained

Natural Language Processing
T

The LDA Buffet - Intuitive Explanation

Natural Language Processing
T

The Stanford NLP Group

Natural Language Processing
T

Topic modeling made just simple enough

Natural Language Processing
T

Topic Modeling of Twitter Followers

Natural Language Processing
T

Topic Modeling Wikipedia

Natural Language Processing
T

topicmodels: An R Package for Fitting Topic Models

Natural Language Processing
U

Understanding Natural Language with Deep Neural...

Natural Language Processing
W

What is a good explanation of Latent Dirichlet ...

Natural Language Processing
W

What would Shakespeare say (NLP Tutorial)

Natural Language Processing
W

Word Vectors Kaggle Tutorial Python

, Part 2

Natural Language Processing
W

word2vec explained on deeplearning4j

Natural Language Processing
W

word2vec Tutorial

Natural Language Processing
W

word2vec, DBN, RNTN for Sentiment Analysis

Natural Language Processing
Y

Your Guide to Latent Dirichlet Allocation (LDA)

Natural Language Processing

Useful Blogs(20 items)

A

A Quantitative Journey | outlace

learning quantitative applications

Useful Blogs
A

Adam Geitgey

Easiest Introduction to machine learning

Useful Blogs
A

AI Junkie

a blog about Artificial Intellingence

Useful Blogs
A

Alex Minnaar's Blog

A blog about Machine Learning and Software Engineering

Useful Blogs
A

Andrej Karpathy

A blog about Deep Learning and Data Science in general

Useful Blogs
C

Colah's Blog

Awesome Neural Networks Blog

Useful Blogs
D

Deep Learning Blog by Tim Dettmers

Making deep learning accessible

Useful Blogs
E

Edwin Chen's Blog

A blog about Math, stats, ML, crowdsourcing, data science

Useful Blogs
E

Ethen's Notebook Collection

Continuously updated machine learning documentations (mainly in Python3). Contents include educational implementation of machine learning algorithms from scratch and open-source library usage

Useful Blogs
F

fastML

Machine learning made easy

Useful Blogs
J

J Alammar's Blog

Blog posts about Machine Learning and Neural Nets

Useful Blogs
M

ML Wave

A blog for Learning Machine Learning

Useful Blogs
N

no free hunch | kaggle

The Kaggle Blog about all things Data Science

Useful Blogs
R

r4stats

analyze the world of data science, and to help people learn to use R

Useful Blogs
S

Simply Statistics

A blog by three biostatistics professors

Useful Blogs
S

Statistically Significant

Andrew Landgraf's Data Science Blog

Useful Blogs
T

The Data School Blog

Data science for beginners!

Useful Blogs
T

Trevor Stephens Blog

Trevor Stephens Personal Page

Useful Blogs
V

Variance Explained

David Robinson's Blog

Useful Blogs
Y

Yanir Seroussi's Blog

A blog about Data Science and beyond

Useful Blogs