Machine-Learning-Tutorials

Machine Learning Resources

A curated list of tutorials and resources on machine learning and deep learning

machine learning and deep learning tutorials, articles and other resources

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ujjwalkarn.github.io/Machine-Learning-Tutorials

Machine Learning & Deep Learning Tutorials / Introduction

Machine Learning & Deep Learning Tutorials / Interview Resources

Machine Learning & Deep Learning Tutorials / Artificial Intelligence

Machine Learning & Deep Learning Tutorials / Genetic Algorithms

Machine Learning & Deep Learning Tutorials / Statistics

Machine Learning & Deep Learning Tutorials / Useful Blogs

Machine Learning & Deep Learning Tutorials / Resources on Quora

Machine Learning & Deep Learning Tutorials / Kaggle Competitions WriteUp

Machine Learning & Deep Learning Tutorials / Cheat Sheets

Machine Learning & Deep Learning Tutorials / Classification

Machine Learning & Deep Learning Tutorials / Linear Regression
How should outliers be dealt with?
Regularization and Variable Selection via the Elastic Net

Machine Learning & Deep Learning Tutorials / Logistic Regression

Machine Learning & Deep Learning Tutorials / Model Validation using Resampling

Machine Learning & Deep Learning Tutorials / Deep Learning
Deep Learning Frameworks

Machine Learning & Deep Learning Tutorials / Deep Learning / Deep Learning Frameworks
Deep Learning for Computer Vision with Caffe and cuDNN
GitHub Repo 10,330 almost 4 years ago
GitHub Repo 1,436 4 months ago
GitHub Repo 464 4 months ago

Machine Learning & Deep Learning Tutorials / Deep Learning
Feed Forward Networks

Machine Learning & Deep Learning Tutorials / Deep Learning / Feed Forward Networks

Machine Learning & Deep Learning Tutorials / Deep Learning
Recurrent and LSTM Networks

Machine Learning & Deep Learning Tutorials / Deep Learning / Recurrent and LSTM Networks
LSTM vs GRU

Machine Learning & Deep Learning Tutorials / Deep Learning
Restricted Boltzmann Machine

Machine Learning & Deep Learning Tutorials / Deep Learning / Restricted Boltzmann Machine

Machine Learning & Deep Learning Tutorials / Deep Learning
Autoencoders: Unsupervised (applies BackProp after setting target = input)

Machine Learning & Deep Learning Tutorials / Deep Learning / Autoencoders: Unsupervised (applies BackProp after setting target = input)

Machine Learning & Deep Learning Tutorials / Deep Learning
Convolutional Neural Networks

Machine Learning & Deep Learning Tutorials / Deep Learning / Convolutional Neural Networks

Machine Learning & Deep Learning Tutorials / Deep Learning
Network Representation Learning

Machine Learning & Deep Learning Tutorials / Deep Learning / Network Representation Learning

Machine Learning & Deep Learning Tutorials / Natural Language Processing
Classification text with Bag of Words
Topic Modeling

Machine Learning & Deep Learning Tutorials / Natural Language Processing / Topic Modeling
Series of lecture notes for probabilistic topic models written in ipython notebook 22 almost 10 years ago
Implementation of various topic models in Python 369 about 4 years ago

Machine Learning & Deep Learning Tutorials / Natural Language Processing
word2vec

Machine Learning & Deep Learning Tutorials / Natural Language Processing / word2vec

Machine Learning & Deep Learning Tutorials / Natural Language Processing
Classification Text with Bag of Words

Machine Learning & Deep Learning Tutorials / Computer Vision

Machine Learning & Deep Learning Tutorials / Support Vector Machine

Machine Learning & Deep Learning Tutorials / Reinforcement Learning

Machine Learning & Deep Learning Tutorials / Decision Trees
Wikipedia Article on MARS

Machine Learning & Deep Learning Tutorials / Random Forest / Bagging

Machine Learning & Deep Learning Tutorials / Boosting

Machine Learning & Deep Learning Tutorials / Ensembles

Machine Learning & Deep Learning Tutorials / Stacking Models

Machine Learning & Deep Learning Tutorials / Vapnik–Chervonenkis Dimension

Machine Learning & Deep Learning Tutorials / Bayesian Machine Learning

Machine Learning & Deep Learning Tutorials / Semi Supervised Learning

Machine Learning & Deep Learning Tutorials / Optimization

Machine Learning & Deep Learning Tutorials / Other Tutorials

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