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ml-monitoring

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🌀 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 𝘤𝘰𝘥𝘦 + 2.5 𝘩𝘰𝘶𝘳𝘴 𝘰𝘧 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 & 𝘷𝘪𝘥𝘦𝘰 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴

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

937

214

1 年前

RunLLM / aqueduct

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

520

2 年前

squaredev-io / whitebox

[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

Product analytics for AI Assistants

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

Python

154

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

2 年前

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

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

16 小时前

vishwa-labs / vishwa-ml-sdk

Python SDK for vishwa.ai

langchain ml-monitoring mlops prometheus llmops

Python

2 年前

koushikvikram / anomaly-detection-platform

🔥🔥🔥🔥🧊🔥🔥 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

4 年前

alvarobartt / ml-monitoring-with-wandb

🕵🤖 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

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

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

1 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

2 年前

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

Integrating Aporia ML model monitoring into a Bodywork serving pipeline.

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

Jupyter Notebook

3 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

7 个月前

varvarvarvar / language_identification

🌐 Language identification for Scandinavian languages

prometheus Grafana PyTorch mlflow Docker s3 Flask language-identification lstm language-detection ml-monitoring CI/CD

Python

5 年前

mathewsrc / machine-learning-monitoring-with-evidently

ML Monitoring with EvidentlyAI

机器学习 mlflow prefect pyspark ml-monitoring

Jupyter Notebook

2 年前

souravlouha / Predicting_Prices_of_Agri-Horticulture_Commodities_SIH24

🌾Predicting Prices of Agri-Horticulture Commodities This project aims to build a machine learning-based prediction system for forecasting the prices of various agricultural and horticultural commodities. The goal is to help farmers, traders, and policymakers make data-driven decisions based on historical price trends and market insights.

数据分析数据可视化 ml-monitoring prediction-model predictive-analytics

HTML

1 个月前