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Machine Learning Algorithms
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Gradient Boosting Machines (GBM)
ALL
List of algorithms
REGRESSION
Linear Regression
Ordinary Least Squares
Logistic Regression
Stepwise Regression
Multivariate Adaptive Regression Splines
Locally Estimated Scatterplot Smoothing
INSTANCE BASED METHODS
kNearest Neighbour (kNN)
Learning Vector Quantization (LVQ)
SelfOrganizing Map (SOM)
PREPROCESSING DATA
standardization  mean removal  variance scaling
normalization
binarization
encoding categorical variables
label preprocessing
imputation of missing values
unsupervised data reduction
pca
random projections
Feature agglometration
DECISION TREE LEARNING
Decision tree
Random Forest
Gradient Boosting Machines (GBM)
BAYESIAN
Naive Bayes
Averaged OneDependence Estimators
Bayesian Belief Network (BBN)
COLLABORATIVE FILTERING
userbased collaborative filtering
itembased collaborative filtering
matrix factorization with ALS
CLUSTERING
kmeans
fuzzy kmeans
affinity propagation
mean shift
spectral clustering
hierarchical clustering
Agglomerative hierarchical clustering
Divisive hierarchical clustering
DIMENSIONALITY REDUCTION
pca
Singular Value Decomposition svd
Lanczos Algorithm
KERNEL METHODS
Support Vector Machines (SVM)
Radial Basis Function (RBF)
Linear Discriminant Analysis (LDA)
ENSEMBLE METHODS
Bagging
Boosting
Bootstrapped Aggregation
AdaBoost
Stacked Generalization
Gradient Boosting Machines (GBM)
Random Forest
Mixture of Experts
ASSOCIATION LEARNING
apriori
eclat
fp growth
NATURAL LANGUAGE PROCESSING
lda
OTHER CONCEPTS
anova
max entropy
pattern
Posts
Ensembles (3): Gradient Boosting
Gradient boosting ensemble technique for regression
20Oct2015
Search Results from
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GBM
Ensembles (3): Gradient Boosting
Trevor Hastie  Gradient Boosting Machine Learning
Gradient Boosting: What Is It and How Can I Use It In My Machine Learning?  Eoin Brazil
Decision Trees and Boosting, XGBoost  Two Minute Papers #55
xgboost: An R package for Fast and Accurate Gradient Boosting
17. Learning: Boosting
Ensemble Learning Boosting  Georgia Tech  Machine Learning
Steffen Rendle, Research Scientist, Google @ MLconf SF
Ensemble learners
Principal Curves and Surfaces
Ensembles (1): Basics
Gradient Boosted Decision Tree :: Gradient Boosting @ Machine Learning Techniques (??????)
PyCon HK 2017  Using Gradient Boosting Machines in Python
0805 Classifying Data with Gradient Boosting Ensemble Learning
Machine Learning and Interpretability
Random Forest and gradient boosting
XGBoost A Scalable Tree Boosting System June 02, 2016
GLM  Tomas
6.034 Recitation 10: Boosting (Adaboost)
Advances In Gradient Boosting: The Power of PostProcessing
XGBoost: A Scalable Tree Boosting System June 02, 2016
Lecture11 3 Gradient Boosting 18 20
Lecture 4  Part b  Statistical Learning with Applications in R  Resampling Mehods
Machine Learning Techniques and Applications in Finance, Healthcare and Recommendation Systems
Better Optimization with Repeated Cross Validation and the XGBoost model  Machine Learning with R
Scalable Machine Learning in R and Python with H2O
Ensemble Boosting  Georgia Tech  Machine Learning
0808 Relevance vector regression
Ensemble Modelling  2  Gradient Boosting  What is Gradient Boosting  Boosting Algorithm
Back to Boosting  Georgia Tech  Machine Learning
0xdata and Netflix Present: Trevor Hastie on GBM (October 10, 2013)
Using Correlations To Understand Your Data: Machine Learning With R
22. Logistic Regression Cost Function Explanation
IMG 1980
machine learning and random forests
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