14 results found Sort:

evidentlyai
evidently evidentlyai
598
5.4k
apache-2.0
48
Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
llm mlops llmops data-drift html-report data-quality data-science generative-ai hacktoberfest data-validation jupyter-notebook machine-learning model-monitoring pandas-dataframe
Created 2020-11-25
2,386 commits to main branch, last one a day ago
deepchecks
deepchecks deepchecks
254
3.6k
other
22
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...
ml mlops python pytorch data-drift html-report data-science deep-learning data-validation jupyter-notebook machine-learning model-monitoring model-validation pandas-dataframe
Created 2021-10-11
1,490 commits to main branch, last one a day ago
SeldonIO
alibi-detect SeldonIO
225
2.2k
other
41
Algorithms for outlier, adversarial and drift detection
text images anomaly outlier detection data-drift adversarial time-series tabular-data concept-drift drift-detection unsupervised-learning semi-supervised-learning
Created 2019-10-07
732 commits to master branch, last one 2 days ago
NannyML
nannyml NannyML
141
2.0k
apache-2.0
21
nannyml: post-deployment data science in python
ml mlops python data-drift monitoring data-science data-analysis deep-learning visualization machinelearning jupyter-notebook machine-learning model-monitoring performance-estimation performance-monitoring postdeploymentdatascience
Created 2022-01-26
1,250 commits to main branch, last one 17 days ago
Renumics
awesome-open-data-centric-ai Renumics
35
701
cc-by-4.0
21
Curated list of open source tooling for data-centric AI on unstructured data.
nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization documentation-only uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one about a year ago
MAIF
eurybia MAIF
25
205
apache-2.0
6
⚓ Eurybia monitors model drift over time and securizes model deployment with data validation
drift python data-drift html-report model-drift data-validation drift-detection machine-learning model-monitoring domain-classifier datadrift-classifier production-machine-learning
Created 2022-05-02
124 commits to master branch, last one about a month ago
IFCA-Advanced-Computing
frouros IFCA-Advanced-Computing
15
194
bsd-3-clause
5
Frouros: an open-source Python library for drift detection in machine learning systems.
mle mlops python data-drift statistics concept-drift dataset-drift dataset-shift covariate-shift drift-detection change-detection machine-learning distribution-shift machine-learning-operations machine-learning-engineering
Created 2022-03-16
1,008 commits to main branch, last one 2 days ago
VectorInstitute
cyclops VectorInstitute
12
76
other
8
Toolkit for evaluating and monitoring AI models in clinical settings
eicu-crd mimic-iv omop-cdm mimic-iii physionet data-drift evaluation healthcare clinical-data deep-learning drift-detection machine-learning model-monitoring clinical-research electronic-health-record clinical-decision-support electronic-medical-record
Created 2022-02-21
528 commits to main branch, last one a day ago
radicalbit
radicalbit-ai-monitoring radicalbit
6
71
apache-2.0
6
A comprehensive solution for monitoring your AI models in production
ai data-drift monitoring data-science ai-monitoring observability ai-observability machine-learning ml-observability llm-observability artificial-intelligence machine-learning-engineering
Created 2024-06-19
198 commits to main branch, last one a day ago
evidentlyai
ml_observability_course evidentlyai
26
70
apache-2.0
5
Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in production.
mlops llmops data-drift data-quality ml-pipelines ml-monitoring ml-observability model-monitoring model-performance data-quality-checks machine-learning-operations production-machine-learning
Created 2023-10-05
288 commits to main branch, last one 11 months ago
mitre
menelaus mitre
7
66
apache-2.0
11
Online and batch-based concept and data drift detection algorithms to monitor and maintain ML performance.
data-drift statistics data-science concept-drift drift-detection machine-learning
Created 2022-05-27
239 commits to dev branch, last one about a year ago
awesome-mlops
awesome-ml-monitoring awesome-mlops
6
64
apache-2.0
4
A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profiling data 🚀
aiops mlops dataops data-drift datascience model-drift data-quality data-science concept-drift data-cleaning deep-learning data-management data-monitoring machine-learning model-management model-monitoring model-performance model-explainability machine-learning-platform
Created 2022-04-20
1 commits to main branch, last one 2 years ago
neurdb
neurdb neurdb
29
46
other
5
AI-powered Autonomous Data System
dbms aixdb database data-drift machine-learning
Created 2024-01-29
64 commits to main branch, last one 29 days ago
roboflow
roboflow-collect roboflow
1
26
apache-2.0
8
Passively collect images for computer vision datasets on the edge.
clip data-drift computer-vision image-collection
Created 2023-04-12
20 commits to main branch, last one about a year ago