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Experimental Exploratory Data Analysis for a Classification Task
Expand the traditional EDA in a wider pipeline looking for the impact of each action into the behaviour of models. Exploratory Data & Models Analysis
exploratory-data-analysis classification machine-learning logistic-regression
SHAP: SHapley Additive exPlanations
A game theoretic approach to explain the output of any machine learning model.
interpretability shap explainability gradient-boosting
Sparkle: Combating Medication Non-adherence with ML
Introducing Sparkle ✨: a multi-platform medication monitoring system designed to promote medication adherence for ordinary people.
health medicine gradient-boosting code
XGBoost Algorithm: Long May She Reign
A closer look at XGBoost and why it performs so well on structured data.
gradient-boosting xgboost tutorial article
LightGBM - Light Gradient Boosting Machine
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms.
gradient-boosting decision-trees lightgbm library
CatBoost
A high-performance open source library for gradient boosting on decision trees
gradient-boosting decision-trees catboost library
TPOT: Tree-based Pipeline Optimization Tool
TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
automl tpot genetic-programming hyperparameter-optimization
Core Machine Learning Implementations
This repo contains mathematical derivations and python implementations in numpy for key machine learning algorithms
linear-regression logistic-regression neural-networks k-nearest-neighbors
XGBoost: eXtreme Gradient Boosting
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, ...
gradient-boosting xgboost code library
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