model-monitoring · GitHub Topics

#大语言模型#Open-source observability for your LLM application, based on OpenTelemetry

llmops observability OpenTelemetry 监控 datascience 机器学习 model-monitoring opentelemetry-python Python good-first-issue help-wanted artifical-intelligence generative-ai 大语言模型 Open Source

Python 6.18 k

18 小时前

deepchecks / deepchecks

#计算机科学#Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and model...

机器学习 model-validation data-validation mlops 数据科学 Python Jupyter Notebook model-monitoring data-drift html-report 深度学习 PyTorch pandas-dataframe

Python 3.87 k

9 天前

NannyML / nannyml

#计算机科学#nannyml: post-deployment data science in python

机器学习 mlops performance-monitoring 数据科学监控 Python data-drift model-monitoring 数据分析可视化深度学习 Jupyter Notebook

Python 2.09 k

1 个月前

squaredev-io / whitebox

#计算机科学#[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes

机器学习监控 observability Python explainability explainable-ai ml-monitoring mlflow mlops accuracy confusion-matrix recall model-monitoring Kubernetes xai

Python 183

2 年前

NimbleBoxAI / nbox

#计算机科学#The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸

数据科学机器学习 ml-infrastructure ml-platform mlops model-deployment model-management model-monitoring model-serving

Python 87

2 年前

VectorInstitute / cyclops

#计算机科学#A toolkit for evaluating and monitoring AI models in clinical settings

clinical-data healthcare model-monitoring data-drift 机器学习深度学习 evaluation clinical-research electronic-health-record electronic-medical-record

Python 85

4 天前

aporia-ai / inferencedb

#计算机科学#🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)

机器学习 model-serving kafka s3 model-monitoring mlops

Python 81

3 年前

rstudio / vetiver-python

Version, share, deploy, and monitor models.

mlops model-monitoring model-versioning Python

Python 68

5 个月前

Arize-ai / client_python

A python library to send data to Arize AI!

ml-monitoring model-monitoring ai-monitoring performance-monitoring data-quality-monitoring ml-observability ai-observability model-explainability ai-roi

Python 56

3 天前

prabhuomkar / bitbeast

#计算机科学#Experiments with Model Training, Deployment & Monitoring

机器学习 model-deployment model-monitoring model-training

Python 39

14 天前

katonic-dev / explainit

#计算机科学#A modern, enterprise-ready business intelligence web application

数据可视化 mlops Python 数据科学机器学习 machine-learning-operations model-monitoring pandas-dataframe production-machine-learning

Python 33

3 年前

evidentlyai / tracely

LLM application tracing based on OpenTelemetry

model-monitoring observability OpenTelemetry tracing

Python 13

16 天前

OLAMIDE100 / Capstone-Project-Mlops-ZoomCamp

#计算机科学#This is a capstone project associated with MLOps Zoomcamp. The end goal of the project is to build an end-to-end machine learning project containing feature engineering, training, validation, trackin...

cloud-computing 机器学习 mlops model-monitoring model-training orchestration

Python 13

3 年前

Ezzaldin97 / Batch-Serving-ML-Pipeline

#计算机科学#create a robust, simple, effecient, and modern end to end ML Batch Serving Pipeline Using set of modern open-source/free Platforms/Tools

batch-processing data-version-control experiment-tracking forecasting 机器学习 mlops model-monitoring scheduling

Python 10

2 年前

cmigpereira / mlops-zoomcamp-project

#计算机科学#Repo for my MLOps Zoomcamp project

机器学习 workflow-orchestration mlops model-deployment model-monitoring

Python 10

3 年前

silverstone1903 / reco-model-monitoring

fastapi + prometheus + grafana 💣

mlops model-monitoring 监控 recommender-systems Docker Compose FastAPI Docker

Python 4

4 年前

lpalbou / ForgeLLM

#大语言模型#A comprehensive toolkit for end-to-end continued pre-training, fine-tuning, monitoring, testing and publishing of language models with MLX-LM

fine-tuning language-model 大语言模型 llm-training 机器学习 model-monitoring Apple MLX pretraining

Python 3

20 天前

NewronAI / newron-sdk

#计算机科学#Newron is a data-centric ML platform to easily build, manage, deploy and continuously improve models through data driven development.

深度学习机器学习 mlops 数据科学 data-versioning experiment-tracking hyperparameter-optimization hyperparameter-search hyperparameter-tuning Keras ml-platform model-monitoring model-versioning PyTorch Tensorflow Python

Python 3

3 年前

MI2DataLab / RAMAI

#大语言模型#This repository consists of collected data and code used to conduct studies described in the "Resistance Against Manipulative AI: Key Factors and Possible Actions" article, which was presented at 27th...

大语言模型 model-monitoring

Python 1

6 个月前

jaygwelsh / PhiMonitor

#计算机科学#Python library for monitoring machine learning models, detecting data drift and overfitting to ensure robust and reliable performance.

data-drift 机器学习 model-monitoring Python

Python 0

8 个月前