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Top 27 decision-tree open source projects

A collection of research papers on decision, classification and regression trees with implementations.

⚡机器学习实战（Python3）：kNN、决策树、贝叶斯、逻辑回归、SVM、线性回归、树回归

✭ 5,601

python machine-learning regression svm logistic adaboost smo knn decision-tree navie-bayes-algorithm adaboost-algorithm

Decision Tree with PEP,MEP,EBP,CVP,REP,CCP,ECP pruning algorithms,all are implemented with Python(sklearn-decision-tree-prune included,All are finished).

✭ 60

c python SWIG Roff assembly shell decision-tree decision-tree-classifier prune quinlan

经典机器学习算法的极简实现

✭ 130

python machine-learning log algorithms numpy svm naive-bayes pca logistic-regression perceptron kmeans adaboost lda gmm knn decision-tree

devs

Devs是一款轻量级的规则引擎

✭ 15

java rule-engine decision-tree score-cards

kdd99-scikit

Solutions to kdd99 dataset with Decision tree and Neural network by scikit-learn

✭ 50

python scikit-learn intrusion-detection mlp confusion-matrix decision-tree kdd99

DecisionTrees

A python implementation of the CART algorithm for decision trees

✭ 38

python graphviz cart decision-tree classification-trees pydotplus

Machine Learning From Scratch

Machine Learning models from scratch with a better visualisation

✭ 15

Jupyter Notebook python matlab visualization machine-learning neural-network naive-bayes-classifier classification logistic-regression regularization decision-trees decision-tree probabilistic-models kernel-learning

SentimentAnalysis

(BOW, TF-IDF, Word2Vec, BERT) Word Embeddings + (SVM, Naive Bayes, Decision Tree, Random Forest) Base Classifiers + Pre-trained BERT on Tensorflow Hub + 1-D CNN and Bi-Directional LSTM on IMDB Movie Reviews Dataset

✭ 40

Jupyter Notebook random-forest svm word2vec cnn embeddings lstm tf-idf bow decision-tree bert sentimentanalysis tensorflow-hub

bonsai-dt

Programmable Decision Tree Framework

✭ 34

python Jupyter Notebook r machine-learning machine-learning-algorithms gbdt gradient-boosting-machine boosting-algorithms decision-tree boosting-tree

sklearn-oblique-tree

a python interface to OC1 and other oblique decision tree implementations

✭ 33

c python Makefile scikit-learn decision-tree oblique-decision-tree oc1 oblique-classifier-1 cart-linear-combinations

jupyter-notebooks

Jupyter Notebooks and miscellaneous

✭ 51

Jupyter Notebook python nlp data-science machine-learning statistics deep-learning random-forest tensorflow keras jupyter-notebook pytorch decision-tree

Data-Mining-and-Warehousing

Data Mining algorithms for IDMW632C course at IIIT Allahabad, 6th semester

✭ 19

python data-mining naive-bayes-classifier apriori fp-growth data-mining-algorithms decision-tree fp-tree apriori-algorithm iiit iiit-allahabad iiita warehousing fp-growth-algorithm warehousing-course

scoruby

Ruby Scoring API for PMML

✭ 69

ruby shell ruby-gem machine-learning random-forest naive-bayes classification gbm pmml decision-tree gradient-boosting-classifier rubyml gradient-boosted-models

data-science-popular-algorithms

Data Science algorithms and topics that you must know. (Newly Designed) Recommender Systems, Decision Trees, K-Means, LDA, RFM-Segmentation, XGBoost in Python, R, and Scala.

✭ 65

Jupyter Notebook python r scala machine-learning datascience xgboost recommendation-system kmeans lda data-science-portfolio decision-tree linear-discriminant-analysis lda-model movie-recommender

EvoTrees.jl

Boosted trees in Julia

✭ 108

julia machine-learning regression logistic quantile gbrt poisson decision-tree boosted-trees gradientboosting gradient-boosting

Algorithmic-Trading

Algorithmic trading using machine learning.

✭ 102

python data-science machine-learning data-mining scikit-learn pandas stock scipy matplotlib algorithmic-trading decision-tree google-finance

aws-compute-decision-tree

A decision tree to help you decide on the right AWS compute service for your needs.

✭ 25

aws amazon-web-services decision-tree product-selection compute-service service-selection

Quick-Data-Science-Experiments-2017

Quick-Data-Science-Experiments

✭ 19

Jupyter Notebook HTML machine-learning collaborative-filtering matrix-factorization ranking pca classification stat logistic-regression spline lda decision-tree nmf

Soft-Decision-Tree

PyTorch Implementation of "Distilling a Neural Network Into a Soft Decision Tree." Nicholas Frosst, Geoffrey Hinton., 2017.

✭ 67

python tree deep-learning pytorch decision-tree classification-trees

Decision-Tree-Implementation

A python 3 implementation of decision tree (machine learning classification algorithm) from scratch

✭ 19

Jupyter Notebook python sklearn pdf-generation decision-tree

Machine-Learning-Models

In This repository I made some simple to complex methods in machine learning. Here I try to build template style code.

Optimal Classification Trees

Three MIP models for optimal classification tree: OCT, binOCT, flowOCT

✭ 23

Jupyter Notebook python optimization decision-tree mip oct optimal-classification-tree binoct flowoct

grasp

Essential NLP & ML, short & fast pure Python code

STOCK-RETURN-PREDICTION-USING-KNN-SVM-GUASSIAN-PROCESS-ADABOOST-TREE-REGRESSION-AND-QDA

Forecast stock prices using machine learning approach. A time series analysis. Employ the Use of Predictive Modeling in Machine Learning to Forecast Stock Return. Approach Used by Hedge Funds to Select Tradeable Stocks

✭ 94

Jupyter Notebook python pipeline random-forest prediction stock logistic-regression predictive-analysis stocks adaboost predictive-modeling algorithmic-trading decision-tree svm-classifier quadratic-discriminant-analysis parameter-tuning guassian-processes gridsearchcv knn-classifier

Rule Extraction from Trees

A toolkit for extracting comprehensible rules from tree-based algorithms

✭ 34

Jupyter Notebook python machine-learning data-mining decision-tree rule-mining rule-extraction

decision-trees-for-ml

Building Decision Trees From Scratch In Python

✭ 61

Jupyter Notebook python machine-learning random-forest xgboost id3 gbm lightgbm gradient-boosting-machine cart adaboost c45 decision-tree gradient-boosting boosting bagging regression-trees

1-27 of 27 decision-tree projects