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GitHub topics: model-interpretation

parrt/dtreeviz

A python library for decision tree visualization and model interpretation.

Language: Jupyter Notebook - Size: 187 MB - Last synced at: 2 days ago - Pushed at: 2 months ago - Stars: 3,056 - Forks: 340

PaddlePaddle/InterpretDL

InterpretDL: Interpretation of Deep Learning Models,基于『飞桨』的模型可解释性算法库。

Language: Python - Size: 32.6 MB - Last synced at: 1 day ago - Pushed at: 9 months ago - Stars: 251 - Forks: 40

aniketmaurya/chitra

A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.

Language: Python - Size: 22.3 MB - Last synced at: 4 days ago - Pushed at: about 1 month ago - Stars: 227 - Forks: 37

vatsalmehta2001/wine_quality_prediction

End-to-end machine learning project predicting wine quality based on chemical properties, featuring data exploration, feature engineering, model optimization, and an interactive Streamlit interface.

Language: Python - Size: 36.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Jianbo-Lab/L2X

Language: Python - Size: 107 MB - Last synced at: 29 days ago - Pushed at: about 4 years ago - Stars: 125 - Forks: 36

duongttr/HyPepTox-Fuse

Official implementation of HyPepTox-Fuse framework

Language: Python - Size: 194 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 8 - Forks: 1

GauravPandeyLab/ensemble_integration

Integrating multimodal data through heterogeneous ensembles

Language: Python - Size: 44.3 MB - Last synced at: 4 days ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 5

jcm-ai/Standard-Bank-Data-Science-Virtual-Experience-Programme

This repository has all of the assignments I had to do for the Standard Bank Data Science Virtual Experience Program. 📉👨‍💻📊📈

Language: Jupyter Notebook - Size: 1.69 MB - Last synced at: 25 days ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 3

Yaswanth1702/Salary-Prediction-in-the-AI-Job-Market

Language: R - Size: 1.05 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

Hellisotherpeople/Active-Explainable-Classification

A set of tools for leveraging pre-trained embeddings, active learning and model explainability for effecient document classification

Language: HTML - Size: 2.78 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 29 - Forks: 1

teja-1403/Forage-BCG-X-Data-Science

About This repository contains solutions to the 4 different tasks that must be performed during the Data Science virtual internship provided by BCG X via Forage.

Language: Jupyter Notebook - Size: 22.5 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

ShudufhadzoRamuada/Data-Science-03

This project uses XGBoost, a gradient boosting algorithm, to predict client subscription to a term deposit based on demographic and behavioral features from a bank’s marketing campaign. With an accuracy of 90.64% and a ROC-AUC score of 0.9290, the model demonstrates strong performance in classifying whether clients will subscribe to the offer.

Language: Jupyter Notebook - Size: 203 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

virajbhutada/titanic-survival-prediction

ML project focused on predicting Titanic passenger survival using various algorithms and extensive data analysis techniques. This project includes detailed data visualization and interpretation to uncover key factors affecting survival. By leveraging various ML models the analysis aims to achieve high predictive accuracy.

Language: Jupyter Notebook - Size: 3.37 MB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

prajwalchapke055/Cognizant-Artificial-Intelligence-Job-Simulation-Forage

Advise one of Cognizant’s clients on a supply chain issue by applying knowledge of machine learning models.

Language: Jupyter Notebook - Size: 3.04 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

shubhro2002/Life-Expectancy-Analysis-and-Prediction

This repository contains the LifeExpectancy Prediction Project, a comprehensive data science project aimed at predicting life expectancy based on various health, economic, and social factors. The project includes steps for data preprocessing, exploratory data analysis (EDA), model selection, training, hyperparameter tuning, and model interpretation

Size: 504 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

TannerGilbert/Model-Interpretation

Overview of different model interpretability libraries.

Language: Jupyter Notebook - Size: 19.8 MB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 38 - Forks: 13

Lefteris-Souflas/Propensity-To-Lapse-Model-Building-Exercise

Analyzed customer churn using transaction data. Built ML model to predict lapses. Dataset includes customer status, collection/redemption info, and program tenure. Delivered business presentation outlining modeling approach, findings, and churn reduction strategies.

Size: 1.67 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Lefteris-Souflas/Election-Classification-and-Clustering-Analysis

Creating predictive models to classify Trump's vote share and clustering counties based on demographics and economic variables. Report findings in PDF with detailed methodologies, model assessments, and R code for the project.

Language: R - Size: 587 KB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

riccardoprosdocimi/forage-cognizant-ai

Cognizant Artificial Intelligence Job Simulation on Forage

Language: Jupyter Notebook - Size: 646 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

jcm-ai/BCG-Open-Access-Data-Science-Advanced-Analytics-Virtual-Experience-Program

The tasks I was required to complete as a part of the BCG Open-Access Data Science & Advanced Analytics Virtual Experience Program are all contained in this repository. 📊📈📉👨‍💻

Language: Jupyter Notebook - Size: 9.91 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 9

nidhimanthale/Statistical-Modelling

Statistical Modelling of Swine Flu Outbreak Data

Language: R - Size: 239 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

Craven-Biostat-Lab/mihifepe

Model Interpretability via Hierarchical Feature Perturbation

Language: Python - Size: 361 KB - Last synced at: 4 days ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 1

rrambhia22/Regression-Predictive-Modeling-and-Analysis-of-Bitcoin-Hashrate

The primary objective of this study is to develop a dependable and precise prediction model to forecast alterations in Bitcoin's hash rate.

Size: 8.07 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

MaggieUBC/Customer-Shopping-Behavior-Regression-Model

This project included a XGBoost Regression model, which predict the purchase possibility of a customer customer based on their online shopping behavior. In addtion, a recommendation model including both CF and CBF was built using customer purchase transaction data.

Language: Jupyter Notebook - Size: 3.79 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

anurags25/FastAI-LIME

FastAI Model Interpretation with LIME

Language: Jupyter Notebook - Size: 8.78 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 19 - Forks: 6

SmellyArmure/OC_DS_Project7

Implémentation d'un modèle de scoring (OpenClassrooms | Data Scientist | Projet 7)

Language: Jupyter Notebook - Size: 34.7 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 2

bhattbhavesh91/dtreeviz-tutorial

Visualize a Decision Tree using dtreeviz

Language: Jupyter Notebook - Size: 195 KB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 1

yifan-h/GCS_KI

What Has Been Enhanced in my Knowledge-Enhanced Language Model?

Language: Python - Size: 2.06 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 2

yakupkaplan/Sign-Language-Classification

Computer vision project for classifying American sign language.

Language: Python - Size: 15.3 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

sheelabhadra/TAMU-Datathon-Model-Interpretability

Materials for the TAMU Datathon 2020 workshop on "Model Interpretability".

Language: Jupyter Notebook - Size: 9.54 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

Related Keywords
model-interpretation 30 machine-learning 10 python 8 data-visualization 7 data-science 5 random-forest 5 feature-engineering 5 model-evaluation 5 machine-learning-algorithms 4 client-communication 3 data-analysis 3 exploratory-data-analysis 3 logistic-regression 3 communication 3 machine-learning-engineering 3 visualization 3 lime 3 decision-tree-regression 2 statistical-analysis 2 data-cleaning 2 matplotlib-pyplot 2 support-vector-machine 2 decision-tree 2 python3 2 seaborn 2 linear-regression 2 model-interpretability 2 business-understanding 2 shap 2 hypothesis-framing 2 data-preprocessing 2 model-optimization 2 modeling 2 decision-tree-classifier 2 hyperparameter-tuning 2 quality-assurance 2 artificial-intelligence 2 data-modeling 2 development 2 evaluation 2 problem-statement 2 pytorch 2 tensorflow 2 decision-trees 2 regression-models 2 deep-learning 2 agglomerative-algorithm 1 anova-test 1 binomial-distribution 1 data 1 diagnostics 1 forward-selection 1 goodness-of-fit 1 hypothesis-testing 1 interaction-testing 1 likelihood-ratio-test 1 model-building 1 model-fitting 1 outlier-detection 1 overdispersion 1 preliminary-analysis 1 significance-testing 1 sparse-data 1 arima-model 1 bootstrap-sampling 1 classification 1 clustering 1 cross-validation 1 xgboost 1 hierarchical-clustering 1 predictive-analytics 1 r 1 silhouette-analysis 1 statistics 1 variable-importance 1 creativity 1 jupyter-notebooks 1 mathematical-modelling 1 programming 1 python-3 1 scikit-learn 1 synthesis 1 analysis 1 data-aggregation 1 data-sampling 1 flask-api 1 heroku-deployment 1 imbalanced-classification 1 lgbmclassifier 1 local-interpretation 1 pycaret 1 risk-modeling 1 streamlit 1 decision-tree-algorithm 1 dtreeviz 1 graph-attention-networks 1 knowledge-enhancement 1 artificial-neural-networks 1 cnn-classification 1 data-augmentation 1