21 results found Sort:

DataTalksClub
mlops-zoomcamp DataTalksClub
2.2k
11.2k
unknown
185
Free MLOps course from DataTalks.Club
mlops machine-learning model-deployment model-monitoring workflow-orchestration
Created 2021-10-21
507 commits to main branch, last one 3 months ago
evidentlyai
evidently evidentlyai
608
5.5k
apache-2.0
47
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
2,406 commits to main branch, last one 2 days ago
traceloop
openllmetry traceloop
673
5.2k
apache-2.0
8
Open-source observability for your LLM application, based on OpenTelemetry
ml llm llmops python metrics monitoring datascience help-wanted open-source generative-ai observability opentelemetry open-telemetry good-first-issue model-monitoring good-first-issues opentelemetry-python artifical-intelligence
Created 2023-09-02
919 commits to main branch, last one 2 days ago
deepchecks
deepchecks deepchecks
256
3.7k
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
1,496 commits to main branch, last one 9 days ago
NannyML
nannyml NannyML
145
2.0k
apache-2.0
22
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 about a month ago
traceloop
openllmetry-js traceloop
28
274
apache-2.0
1
Sister project to OpenLLMetry, but in Typescript. Open-source observability for your LLM application, based on OpenTelemetry
ml llmops nextjs metrics javascript monitoring typescript datascience open-source generative-ai observability opentelemetry model-monitoring opentelemetry-javascript
Created 2023-09-27
306 commits to main branch, last one a day 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 2 months ago
squaredev-io
whitebox squaredev-io
5
183
mit
6
[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes
k8s xai mlops mlflow python recall accuracy f1-score modelops kubernetes monitoring ml-monitoring observability accuracy-score explainability explainable-ai accuracy-metrics confusion-matrix machine-learning model-monitoring
Created 2022-09-09
151 commits to main branch, last one about a year ago
aws-samples
amazon-sagemaker-mlops-workshop aws-samples
25
92
mit-0
7
MLOps workshop with Amazon SageMaker
sagemaker tensorflow2 mlops-workshop amazon-sagemaker machine-learning model-monitoring sagemaker-studio sagemaker-pipelines sagemaker-deployment sagemaker-processing
Created 2021-03-10
158 commits to main branch, last one 3 months ago
NimbleBoxAI
nbox NimbleBoxAI
13
87
apache-2.0
4
The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸
mlops ml-service mlops-tool ml-platform data-science model-serving mlops-pipeline mlops-workflow practical-mlops machine-learning mlops-automation model-deployment model-management model-monitoring ml-infrastructure
Created 2021-07-29
396 commits to master branch, last one about a year ago
aporia-ai
inferencedb aporia-ai
3
78
other
6
🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)
s3 kafka mlops model-serving machine-learning model-monitoring
Created 2022-02-09
1 commits to main branch, last one 2 years ago
VectorInstitute
cyclops VectorInstitute
12
77
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
531 commits to main branch, last one 3 days ago
evidentlyai
ml_observability_course evidentlyai
28
75
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 about a year ago
awesome-mlops
awesome-ml-monitoring awesome-mlops
6
66
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
rstudio
vetiver-python rstudio
18
61
mit
6
Version, share, deploy, and monitor models.
mlops python model-deploy model-monitoring model-versioning
Created 2021-12-09
710 commits to main branch, last one 4 days ago
Arize-ai
client_python Arize-ai
14
48
bsd-3-clause
15
A python library to send data to Arize AI!
ai-roi ai-monitoring ml-monitoring ai-observability drift-monitoring ml-observability model-monitoring model-explainability performance-monitoring data-quality-monitoring model-performance-management
Created 2020-03-05
200 commits to main branch, last one 4 days ago
jomariya23156
full-stack-on-prem-cv-mlops jomariya23156
4
41
mit
1
"1 config, 1 command from Jupyter Notebook to serve Millions of users", Full-stack On-Premises MLOps system for Computer Vision from Data versioning to Model monitoring and drift detection.
ui api mlops docker python system jupyter website workspace deployment full-stack monitoring on-premise ml-platform deep-learning computer-vision data-versioning drift-detection machine-learning model-monitoring
Created 2023-08-27
18 commits to master branch, last one 4 months ago
traceloop
hub traceloop
0
39
apache-2.0
0
High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included
ml llm rust llmops datascience open-source generative-ai observability opentelemetry model-monitoring artificial-intelligence
Created 2024-10-24
28 commits to main branch, last one 10 days ago
prabhuomkar
bitbeast prabhuomkar
4
37
unknown
4
Experiments with Model Training, Deployment & Monitoring
model-training machine-learning model-deployment model-monitoring
Created 2022-09-06
51 commits to master branch, last one 22 days ago
katonic-dev
explainit katonic-dev
4
32
apache-2.0
0
A modern, enterprise-ready business intelligence web application
mlops python data-science drift-detection machine-learning model-monitoring pandas-dataframe data-visualization machine-learning-operations production-machine-learning
Created 2022-08-28
186 commits to master branch, last one 2 years ago
JakobLS
mlops-credit-risk JakobLS
8
27
unknown
1
MLOps for deploying a Credit Risk model
gcp mlflow prefect makefile evidentlyai docker-compose model-registry model-monitoring grafana-dashboard experiment-tracking
Created 2023-04-24
76 commits to main branch, last one about a year ago