model-interpretability · GitHub Topics

#计算机科学#Standardized Serverless ML Inference Platform on Kubernetes

knative 机器学习 model-interpretability model-serving istio kubeflow 人工智能 Tensorflow PyTorch scikit-learn xgboost Kubernetes service-mesh kserve Hacktoberfest mlops genai llm-inference

Python 4.24 k

4 天前

kitops-ml / kitops

#数据仓库#An open source DevOps tool for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI artifact.

Go 872

5 天前

yizt / Grad-CAM.pytorch

pytorch实现Grad-CAM和Grad-CAM++,可以可视化任意分类网络的Class Activation Map (CAM)图,包括自定义的网络;同时也实现了目标检测faster r-cnn和retinanet两个网络的CAM图;欢迎试用、关注并反馈问题...

cam grad-cam guided-backpropagation model-interpretability

Python 752

4 年前

yulongwang12 / visual-attribution

Pytorch Implementation of recent visual attribution methods for model interpretability

PyTorch saliency interpretability model-interpretability xai interpretable-deep-learning

Jupyter Notebook 145

5 年前

rehmanzafar / xai-iml-sota

#计算机科学#Interesting resources related to Explainable Artificial Intelligence, Interpretable Machine Learning, Interactive Machine Learning, Human in Loop and Visual Analytics.

机器学习 xai interpretable-machine-learning explainable-ml human-in-the-loop interpretability model-interpretability

R 73

3 年前

TannerGilbert / Model-Interpretation

Overview of different model interpretability libraries.

model-interpretation model-interpretability shap lime captum

Jupyter Notebook 49

3 年前

Tramac / pytorch-cam

Class Activation Map (CAM) Visualizations in PyTorch.

model-interpretability 可视化 PyTorch

Python 31

5 年前

Hellisotherpeople / Active-Explainable-Classification

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

active-learning word-embeddings document-classification scikit-learn model-interpretability model-interpretation Python

HTML 29

5 个月前

evanseitz / squid-nn

surrogate quantitative interpretability for deepnets

explainable-ai model-interpretability

Python 21

11 天前

pranoy-panda / Causal-Feature-Subset-Selection

Official repository for the paper "Instance-wise Causal Feature Selection for Model Interpretation" (CVPRW 2021)

explainable-ml model-interpretability causality

Python 18

4 年前

zphang / saliency_investigation

Code for "Investigating and Simplifying Masking-based Saliency Methods for Model Interpretability" (https://arxiv.org/abs/2010.09750)

model-interpretability

Python 13

5 年前

juliotorrest / yield_aeroponics

AI to Predict Yield in Aeroponics

ensemble-learning model-interpretability

Jupyter Notebook 11

4 年前

Ankit-Kumar-Saini / Coursera_TensorFlow_Advanced_Techniques_Specialization

Used the Functional API to built custom layers and non-sequential model types in TensorFlow, performed object detection, image segmentation, and interpretation of convolutions. Used generative deep le...

object-detection tensorflow2 variational-autoencoders model-interpretability saliency-map image-segmentation mask-rcnn Generative Adversarial Network retina-net

Jupyter Notebook 10

4 年前

aimaster-dev / default_loan_prediction

This project automates bank credit risk assessment using AI and machine learning models to predict loan defaults. It streamlines the credit process with predictive analytics, model evaluation, explain...

Flask Vue.js fintech lightgbm 自动化 classification explainability finance fraud-detection model-interpretability shap scikit-learn xgboost

JavaScript 9

18 天前

Shuyib / chronic-kidney-disease-kaggle

#计算机科学#Using machine learning models to predict if patients have chronic kidney disease based on a few features. The results of the models are also interpreted to make it more understandable to health practi...

数据科学数据可视化 data-transformation dimensionality-reduction 机器学习 model-interpretability feature-engineering feature-selection diagnosis explainable-ai

Jupyter Notebook 8

24 天前