ml-monitoring · GitHub Topics

🌀 𝗧𝗵𝗲 𝗙𝘂𝗹𝗹 𝗦𝘁𝗮𝗰𝗸 𝟳-𝗦𝘁𝗲𝗽𝘀 𝗠𝗟𝗢𝗽𝘀 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 | 𝗟𝗲𝗮𝗿𝗻 𝗠𝗟𝗘 & 𝗠𝗟𝗢𝗽𝘀 for free by designing, building and deploying an end-to-end ML batch system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤...

airflow batch-processing feature-store Actions mlops Python CI/CD Docker FastAPI Google 云 great-expectations ml-monitoring poetry sktime Streamlit weights-and-biases data-versioning

Python 923

1 年前

RunLLM / aqueduct

#大语言模型#Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure.

数据科学机器学习 ml-infrastructure 人工智能 data ml-monitoring Python mlops orchestration 大语言模型 Kubernetes

Go 520

2 年前

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

trubrics / trubrics-python

#大语言模型#Product analytics for AI Assistants

机器学习 ml-monitoring mlops human-feedback 大语言模型 llmops Streamlit

Python 153

21 天前

Azure-Samples / azure-databricks-mlops-mlflow

Azure Databricks MLOps sample for Python based source code using MLflow without using MLflow Project.

Azure databricks mlflow mlops 机器学习 ml-monitoring ml-ops ml-operations Python

Jupyter Notebook 89

3 个月前

evidentlyai / ml_observability_course

Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in production.

data-drift data-quality data-quality-checks llmops machine-learning-operations ml-monitoring ml-observability ml-pipelines mlops model-monitoring production-machine-learning

Jupyter Notebook 86

1 年前

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 55

3 天前

vishwa-labs / vishwa-ml-sdk

Python SDK for vishwa.ai

langchain ml-monitoring mlops prometheus llmops

Python 20

1 年前

koushikvikram / anomaly-detection-platform

#计算机科学#🔥🔥🔥🔥🧊🔥🔥 A Data Platform for Monitoring and Detecting Anomalies in Real-Time.

Docker Grafana prometheus Jupyter Notebook Python anomaly-detection 机器学习 mlops FastAPI ml-platform ml-engineering caddy dashboard ml-monitoring

Jupyter Notebook 16

4 年前

alvarobartt / ml-monitoring-with-wandb

#计算机科学#:detective::robot: Monitoring a PyTorch Lightning CNN with Weights & Biases

ml-monitoring 机器学习 PyTorch torchvision pytorch-lightning wandb weights-and-biases 监控

Jupyter Notebook 14

4 年前

MetricRule / metricrule-agent-go

An agent that exports telemetry for served ML models in TFServing and KFServing.

sidecar ml-monitoring agent 监控

Go 10

2 年前

Arize-ai / client_java

Java client to interact with Arize API

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

Java 7

9 个月前

bodywork-ml / bodywork-pipeline-with-aporia-monitoring

#计算机科学#Integrating Aporia ML model monitoring into a Bodywork serving pipeline.

mlops ml-monitoring 机器学习 ml-training Python Kubernetes

Jupyter Notebook 4

3 年前

arthur-ai / arthur-sandbox

Example projects for Arthur Model Monitoring Platform

ai-monitoring ai-observability ml-monitoring ml-observability model-explainability model-monitoring

Jupyter Notebook 4

2 年前

armeggaddon / MLflow-as-a-decorator

This repository give a heads up on how to use machine learning monitoring tool like MLflow to be used as a detached component from the actual ML workflow.

ml-monitoring mlflow

Python 2

4 个月前