Machine-Learning-Tutorials
machine learning and deep learning tutorials, articles and other resources
https://github.com/ujjwalkarn/Machine-Learning-Tutorials
Last synced: 14 days ago
JSON representation
-
Artificial Intelligence
- Awesome Artificial Intelligence (GitHub Repo)
- UC Berkeley CS188 Intro to AI - HSakPTM)
- Programming Community Curated Resources for learning Artificial Intelligence
- MIT 6.034 Artificial Intelligence Lecture Videos - engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/)
- edX course | Klein & Abbeel
- Udacity Course | Norvig & Thrun
- TED talks on AI
- MIT 6.034 Artificial Intelligence Lecture Videos - engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/)
-
Bayesian Machine Learning
- Should all Machine Learning be Bayesian?
- Tutorial on Bayesian Optimisation for Machine Learning
- Bayesian Reasoning and Deep Learning - content/uploads/2015/10/Bayes_Deep.pdf)
- Bayesian Statistics Made Simple
- Markov Chain Wikipedia Page
- Bayesian Methods for Hackers (using pyMC)
- Should all Machine Learning be Bayesian?
- Bayesian Reasoning and Deep Learning - content/uploads/2015/10/Bayes_Deep.pdf)
- Kalman & Bayesian Filters in Python
- Bayesian Statistics Made Simple
-
Boosting
- Boosting Wikipedia Page
- Introduction to Boosted Trees | Tianqi Chen
- Gradiet Boosting Wiki
- Guidelines for GBM parameters in R - to-set-the-gbm-parameters)
- Meaning of Interaction Depth - does-interaction-depth-mean-in-gbm)
- Role of n.minobsinnode parameter of GBM in R
- GBM in R
- FAQs about GBM
- GBM vs xgboost
- xgboost tuning kaggle
- xgboost vs gbm
- xgboost survey
- Practical XGBoost in Python online course (free)
- AdaBoost Wiki
- AdaBoost Sparse Input Support
- adaBag R package
- Tutorial
- CatBoost Documentation
- Benchmarks
- GitHub Project
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- CatBoost vs. Light GBM vs. XGBoost
- Guidelines for GBM parameters in R - to-set-the-gbm-parameters)
- Meaning of Interaction Depth - does-interaction-depth-mean-in-gbm)
- Role of n.minobsinnode parameter of GBM in R
- GBM in R
- FAQs about GBM
- AdaBoost Sparse Input Support
- CatBoost Documentation
- Tutorial
- CatBoost vs. Light GBM vs. XGBoost
- Boosting for Better Predictions
- GBM vs xgboost
- xgboost tuning kaggle
- xgboost vs gbm
- xgboost survey
-
Cheat Sheets
-
Classification
- Does Balancing Classes Improve Classifier Performance?
- When to choose which machine learning classifier?
- What are the advantages of different classification algorithms?
- ROC and AUC Explained - yo))
- An introduction to ROC analysis
- Simple guide to confusion matrix terminology
- ROC and AUC Explained - yo))
-
Computer Vision
-
Decision Trees
- What is Deviance in context of Decision Trees?
- Wikipedia Page - Lots of Good Info
- FAQs about Decision Trees
- Brief Tour of Trees and Forests
- Tree Based Models in R
- How Decision Trees work?
- Weak side of Decision Trees
- Thorough Explanation and different algorithms
- What is entropy and information gain in the context of building decision trees?
- How do decision tree learning algorithms deal with missing values?
- Using Surrogates to Improve Datasets with Missing Values
- Good Article
- Are decision trees almost always binary trees?
- Pruning Decision Trees
- Discover structure behind data with decision trees - Grow and plot a decision tree to automatically figure out hidden rules in your data
- CART vs CTREE
- Comparison of complexity or performance
- CHAID vs CART - trees-cart-vs-chaid.html)
- Good Article on comparison
- Recursive Partitioning Wikipedia
- CART Explained
- How to measure/rank “variable importance” when using CART?
- Pruning a Tree in R
- Does rpart use multivariate splits by default?
- FAQs about Recursive Partitioning
- party package in R
- Show volumne in each node using ctree in R
- How to extract tree structure from ctree function?
- Wikipedia Artice on CHAID
- Basic Introduction to CHAID
- Good Tutorial on CHAID
- Wikipedia Article on MARS
- Bayesian Learning in Probabilistic Decision Trees
- Probabilistic Trees Research Paper
- Slides Related to Decision Trees
- Good Article
- Discover structure behind data with decision trees - Grow and plot a decision tree to automatically figure out hidden rules in your data
- Bayesian Learning in Probabilistic Decision Trees
- Probabilistic Trees Research Paper
- Thorough Explanation and different algorithms
- Probabilistic Trees Research Paper
- FAQs about Decision Trees
- Weak side of Decision Trees
- How do decision tree learning algorithms deal with missing values?
- Are decision trees almost always binary trees?
- CART vs CTREE
- CHAID vs CART - trees-cart-vs-chaid.html)
- How Decision Trees work?
- Slides Related to Decision Trees
- Brief Tour of Trees and Forests
- Using Surrogates to Improve Datasets with Missing Values
- Good Article
-
Deep Learning
- fast.ai - Cutting Edge Deep Learning For Coders
- A curated list of awesome Deep Learning tutorials, projects and communities
- Deep Learning Papers Reading Roadmap
- Understanding Natural Language with Deep Neural Networks Using Torch
- Stanford Deep Learning Tutorial
- Deep Learning FAQs on Quora
- Recent Reddit AMAs related to Deep Learning
- Where to Learn Deep Learning?
- Deep Learning Software List
- Hacker's guide to Neural Nets
- Geoff Hinton Youtube Vidoes on Deep Learning
- Awesome Deep Learning Reading List
- Deep Learning Comprehensive Website
- AWESOME! Deep Learning Tutorial
- Deep Learning Basics
- Intuition Behind Backpropagation
- Stanford Tutorials
- Train, Validation & Test in Artificial Neural Networks
- Artificial Neural Networks Tutorials
- Neural Networks FAQs on Stack Overflow
- Deep Learning Tutorials on deeplearning.net
- Neural Networks and Deep Learning Online Book
- Introduction to Neural Machine Translation with GPUs (part 1) - neural-machine-translation-gpus-part-2/), [Part 3](https://devblogs.nvidia.com/parallelforall/introduction-neural-machine-translation-gpus-part-3/)
- Torch vs. Theano
- Deep Learning Libraries by Language
- Theano
- Website
- Speeding up your Neural Network with Theano and the gpu - theano)
- Theano Tutorial
- Good Theano Tutorial
- Logistic Regression using Theano for classifying digits
- MLP using Theano
- CNN using Theano
- RNNs using Theano
- LSTM for Sentiment Analysis in Theano
- Another Good Tutorial
- DBNs using Theano
- Torch
- Torch ML Tutorial
- Intro to Torch
- Machine Learning using Torch Oxford Univ - cs-ml-2015)
- Torch Internals Overview
- Torch Cheatsheet
- Deep Learning for Computer Vision with Caffe and cuDNN
- Stanford Tensorflow for Deep Learning Research Course
- Learning TensorFlow GitHub Repo
- Benchmark TensorFlow GitHub
- Awesome TensorFlow List
- Android TensorFlow Machine Learning Example
- Creating Custom Model For Android Using TensorFlow
- A Quick Introduction to Neural Networks
Categories
Deep Learning
154
Natural Language Processing
88
Boosting
65
Decision Trees
52
Model Validation using Resampling
40
Introduction
30
Support Vector Machine
30
Useful Blogs
25
Ensembles
21
Random Forest / Bagging
18
Linear Regression
16
Optimization
13
Statistics
13
Resources on Quora
10
Bayesian Machine Learning
10
Vapnik–Chervonenkis Dimension
9
Artificial Intelligence
8
Genetic Algorithms
8
Kaggle Competitions WriteUp
8
Semi Supervised Learning
8
Logistic Regression
8
Interview Resources
7
Classification
7
Stacking Models
6
Cheat Sheets
5
Uncategorized
3
Reinforcement Learning
2
Computer Vision
2
Sub Categories
Keywords
machine-learning
11
deep-learning
9
python
5
data-science
5
awesome-list
4
tensorflow
4
natural-language-processing
3
neural-network
3
awesome
3
tutorial
2
ai
2
artificial-intelligence
2
clustering
2
reinforcement-learning
2
tensorflow-tutorials
2
jupyter-notebook
2
deep-learning-tutorial
2
torch
2
machine-learning-algorithms
1
representation-learning
1
nlp
1
conference-publications
1
graph
1
graph-convolutional-networks
1
graph-neural-networks
1
graph-representation-learning
1
neural-networks
1
knowledge-embedding
1
paper-list
1
graph-embeddings
1
network-embedding
1
knowledge-graph
1
computer-science
1
courses
1
deep-networks
1
face-images
1
recurrent-networks
1
intelligent-machines
1
intelligent-systems
1
machine-intelligence
1
statistical-learning
1
unsupervised-learning
1
lists
1
resources
1
unicorns
1
bayesian-methods
1
mathematical-analysis
1
pymc
1
statistics
1
caffe
1