11 results found Sort:

evidentlyai
evidently evidentlyai
533
4.8k
apache-2.0
46
Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b
mlops data-drift html-report data-science hacktoberfest jupyter-notebook machine-learning model-monitoring pandas-dataframe machine-learning-operations production-machine-learning
Created 2020-11-25
2,108 commits to main branch, last one a day ago
deepchecks
deepchecks deepchecks
247
3.4k
other
19
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
1,487 commits to main branch, last one 3 months ago
SeldonIO
alibi-detect SeldonIO
216
2.1k
other
37
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
727 commits to master branch, last one 10 days ago
NannyML
nannyml NannyML
125
1.8k
apache-2.0
17
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
1,128 commits to main branch, last one 2 days ago
Renumics
awesome-open-data-centric-ai Renumics
36
680
cc-by-4.0
18
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 uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one 6 months ago
MAIF
eurybia MAIF
24
204
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
99 commits to master branch, last one 2 months ago
IFCA-Advanced-Computing
frouros IFCA-Advanced-Computing
13
166
bsd-3-clause
4
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
964 commits to main branch, last one 10 days ago
VectorInstitute
cyclops VectorInstitute
9
67
apache-2.0
7
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
446 commits to main branch, last one 4 days ago
mitre
menelaus mitre
7
60
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 9 months ago
evidentlyai
ml_observability_course evidentlyai
18
60
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 5 months ago
awesome-mlops
awesome-ml-monitoring awesome-mlops
6
53
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