René's URL Explorer Experiment

Title: GitHub - Dependable-Intelligent-Systems-Lab/SafeML: Exploring techniques for estimating safety of machine learning classifiers

Open Graph Title: GitHub - Dependable-Intelligent-Systems-Lab/SafeML: Exploring techniques for estimating safety of machine learning classifiers

X Title: GitHub - Dependable-Intelligent-Systems-Lab/SafeML: Exploring techniques for estimating safety of machine learning classifiers

Description: Exploring techniques for estimating safety of machine learning classifiers - Dependable-Intelligent-Systems-Lab/SafeML

Open Graph Description: Exploring techniques for estimating safety of machine learning classifiers - Dependable-Intelligent-Systems-Lab/SafeML

X Description: Exploring techniques for estimating safety of machine learning classifiers - Dependable-Intelligent-Systems-Lab/SafeML

Mail addresses
ioannis.sorokos@iese.fraunhofer.de
ioannis.sorokos@iese.fraunhofer.de
k.aslansefat-2018@hull.ac.uk
k.aslansefat-2018@hull.ac.uk
ramin.tavakolikolagari@th-nuernberg.de
ramin.tavakolikolagari@th-nuernberg.de
d.Whiting-2018@hull.ac.uk
d.Whiting-2018@hull.ac.uk
willbridges454@gmail.com
willbridges454@gmail.com

Opengraph URL: https://github.com/Dependable-Intelligent-Systems-Lab/SafeML

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:e45fc37f-67ec-4ff2-9fcf-90bc385da6aa
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	BE0E:F3C81:AE022:EBB0E:698DEF30
html-safe-nonce	874108f2af03128c76c1f2bc131201ef3472fde017bce98df74863a42a7db8f8
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCRTBFOkYzQzgxOkFFMDIyOkVCQjBFOjY5OERFRjMwIiwidmlzaXRvcl9pZCI6IjQxNTI0OTY4MDcyOTE1MTQ2NzIiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	0a51a42cdc2b5d278de9144a57e82820c448b4d002c72b81031d5bd7966a6e3b
hovercard-subject-tag	repository:344484567
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/Dependable-Intelligent-Systems-Lab/SafeML
twitter:image	https://opengraph.githubassets.com/217d0cc464398b5a42c3ae7f243c71784a5d38af6198f29fc606d3ffde55d0d6/Dependable-Intelligent-Systems-Lab/SafeML
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/217d0cc464398b5a42c3ae7f243c71784a5d38af6198f29fc606d3ffde55d0d6/Dependable-Intelligent-Systems-Lab/SafeML
og:image:alt	Exploring techniques for estimating safety of machine learning classifiers - Dependable-Intelligent-Systems-Lab/SafeML
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	929d0ce8b653d60df0698366d7e9012f9423ea1bace40816e16e5b007242aae4
turbo-cache-control	no-preview
go-import	github.com/Dependable-Intelligent-Systems-Lab/SafeML git https://github.com/Dependable-Intelligent-Systems-Lab/SafeML.git
octolytics-dimension-user_id	65433130
octolytics-dimension-user_login	Dependable-Intelligent-Systems-Lab
octolytics-dimension-repository_id	344484567
octolytics-dimension-repository_nwo	Dependable-Intelligent-Systems-Lab/SafeML
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	219858538
octolytics-dimension-repository_parent_nwo	ISorokos/SafeML
octolytics-dimension-repository_network_root_id	219858538
octolytics-dimension-repository_network_root_nwo	ISorokos/SafeML
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	143e58641f5eb460a02eda3a18cc1ef28e8c5188
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FDependable-Intelligent-Systems-Lab%2FSafeML
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FDependable-Intelligent-Systems-Lab%2FSafeML
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=Dependable-Intelligent-Systems-Lab%2FSafeML
Reload	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Reload	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Reload	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Dependable-Intelligent-Systems-Lab	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab
SafeML	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
ISorokos/SafeML	https://patch-diff.githubusercontent.com/ISorokos/SafeML
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FDependable-Intelligent-Systems-Lab%2FSafeML
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2FDependable-Intelligent-Systems-Lab%2FSafeML
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2FDependable-Intelligent-Systems-Lab%2FSafeML
MIT license	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/LICENSE
0 stars	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/stargazers
20 forks	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/forks
Branches	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/branches
Tags	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tags
Activity	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2FDependable-Intelligent-Systems-Lab%2FSafeML
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2FDependable-Intelligent-Systems-Lab%2FSafeML
Code	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Pull requests 0	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/pulls
Actions	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/actions
Projects 0	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/projects
Security 0	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/security
Insights	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/pulse
Code	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Pull requests	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/pulls
Actions	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/actions
Projects	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/projects
Security	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/security
Insights	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/pulse
Branches	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/branches
Tags	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tags
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/branches
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tags
405 Commits	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/commits/master/
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/commits/master/
.github/ISSUE_TEMPLATE	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/.github/ISSUE_TEMPLATE
.github/ISSUE_TEMPLATE	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/.github/ISSUE_TEMPLATE
Documents	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Documents
Documents	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Documents
Implementation_in_MATLAB	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_MATLAB
Implementation_in_MATLAB	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_MATLAB
Implementation_in_Python	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_Python
Implementation_in_Python	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_Python
Implementation_in_R	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_R
Implementation_in_R	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Implementation_in_R
Pictures	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Pictures
Pictures	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Pictures
Presentations	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Presentations
Presentations	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/Presentations
SafeML	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/SafeML
SafeML	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/SafeML
docs	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/docs
docs	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tree/master/docs
.gitignore	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.gitignore
.pypirc	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.pypirc
.pypirc	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.pypirc
.travis.yml	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.travis.yml
.travis.yml	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/.travis.yml
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/CONTRIBUTING.md
FlowChart.png	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/FlowChart.png
FlowChart.png	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/FlowChart.png
LICENSE	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/LICENSE
README.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/README.md
README.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/README.md
SECURITY.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/SECURITY.md
SECURITY.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/SECURITY.md
SafeML_Logo.png	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/SafeML_Logo.png
SafeML_Logo.png	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/SafeML_Logo.png
Test_on_Playground_TensorFlow_Datasets	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/Test_on_Playground_TensorFlow_Datasets
Test_on_Playground_TensorFlow_Datasets	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/Test_on_Playground_TensorFlow_Datasets
package.json	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/package.json
package.json	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/package.json
pull_request_template.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/pull_request_template.md
pull_request_template.md	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/blob/master/pull_request_template.md
README	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Code of conduct	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Contributing	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
MIT license	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Security	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
	https://opensource.org/licenses/MIT
	https://standardjs.com
	https://uk.mathworks.com/matlabcentral/fileexchange/76793-safeml-safety-monitoring-of-machine-learning-classifiers
	https://safeml.readthedocs.io/en/latest/?badge=latest
	https://arxiv.org/abs/2005.13166
	https://github.com/ISorokos/SafeML/blob/master/SafeML_Logo.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#abstract
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#description
	https://github.com/ISorokos/SafeML/blob/master/FlowChart.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml-applications
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml-in-security
	https://github.com/ISorokos/SafeML/blob/master/Pictures/Security_Example_v3.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml-for-medical-applications
	https://github.com/ISorokos/SafeML/blob/master/Pictures/SafeML_Medical_Example_v1.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml-for-autonomous-vehicles-and-self-driving-cars
	https://github.com/ISorokos/SafeML/blob/master/Pictures/SafeML_Autonomous_Vehicle_Example_v1.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#safeml-for-autonomous-railway-systems
	https://github.com/ISorokos/SafeML/blob/master/Pictures/SafeML_Railway_Example_v3.png
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#from-safeml-toward-explainable-ai-xai
examples for security dataset	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB/Explainable_AI
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#case-studies
CICIDS2017	https://www.unb.ca/cic/datasets/ids-2017.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
ISCXTor2016	https://www.unb.ca/cic/datasets/tor.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
CSE-CIC-IDS2018	https://www.unb.ca/cic/datasets/ids-2018.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
NSL-KDD	https://www.unb.ca/cic/datasets/nsl.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB/NSL_KDD_Security_Dataset
CICDDoS2019	https://www.unb.ca/cic/datasets/ddos-2019.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB/CICDDoS2019_Security_Dataset
CICDoS2017	https://www.unb.ca/cic/datasets/dos-dataset.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
ISCXVPN2016	https://www.unb.ca/cic/datasets/vpn.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
BotNet2014	https://www.unb.ca/cic/datasets/botnet.html
MATLAB implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_MATLAB
MLBENCH library	https://www.rdocumentation.org/packages/mlbench/versions/2.1-1
XOR	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_R/Examples/2D_XOR_Dataset
Spiral	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_R/Examples/2D_Spiral_Dataset
Circle	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_R/Examples/2D_Circle_Dataset
Smiley	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_R/Examples/2D_Smiley_Dataset
R implementation	https://github.com/ISorokos/SafeML/tree/master/Implementation_in_R
GTSRB - German Traffic Sign Recognition Benchmark	http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset
Python implementation	https://github.com/ISorokos/SafeML/blob/master/Implementation_in_Python/Examples/German_Traffic_Sign_Recognition%20(GTSR)/GTSRB_CNN_SafeML_v1.ipynb
Kaggle	https://www.kaggle.com/kooaslansefat/cnn-97-accuracy-plus-safety-monitoring-safeml
CIFAR 10/100 Datasets	https://www.cs.toronto.edu/~kriz/cifar.html
MATLAB implementation	https://github.com/ISorokos/SafeML/blob/master/Implementation_in_MATLAB/CIFAR_10_Dataset/README.md
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#contributors
Ioannis Sorokos (Fraunhofer Institute for Experimental Software Engineering)	https://github.com/ISorokos
Koorosh Aslansefat (University of Hull)	https://github.com/koo-ec
Ramin Tavakoli Kolagari (Nuremberg Tech)	https://github.com/RaminTavakoli
Declan Whiting (University of Hull & APD Communications)	https://github.com/declan-whiting
William Bridges (University of Hull)	https://github.com/WillBridges1999
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#publication
Aslansefat, K.	https://scholar.google.com/citations?user=YBa4Tl8AAAAJ&hl=en
Sorokos, I.	https://scholar.google.com/citations?user=a_BdLPAAAAAJ&hl=en
Tavakoli Kolagari, R.	https://scholar.google.com/citations?user=onvU6TYAAAAJ&hl=en
Papadopoulos, Y.	https://scholar.google.com/citations?user=GpwIX-QAAAAJ&hl=en
PDF	https://github.com/ISorokos/SafeML/blob/master/Documents/SafeML%20Safety%20Monitoring%20of%20Machine%20Learning%20Classifiers%20through%20Statistical%20Difference%20Measure.pdf
arXiv	https://arxiv.org/abs/2005.13166v1
ResearchGate	https://www.researchgate.net/publication/341699548_SafeML_Safety_Monitoring_of_Machine_Learning_Classifiers_through_Statistical_Difference_Measure/stats
DeepAI	https://deepai.org/publication/safeml-safety-monitoring-of-machine-learning-classifiers-through-statistical-difference-measure
Springer	https://doi.org/10.1007/978-3-030-58920-2_13
Presentation at the 7th International Symposium on Model-Based Safety and Assessment (IMBSA2020)	https://github.com/ISorokos/SafeML/blob/master/Documents/SafeML_IMBSA2020_Presentation.pdf
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#medium-posts
How to Make Your Classifier Safe	https://towardsdatascience.com/tagged/Safeml%20Project
Kaggle Version	https://www.kaggle.com/kooaslansefat/concept-drift-adversarial-validation-safeml
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#talks
Open Ethics Series S01E06 Human-in-the-loop AI Аgency & oversight.	https://openethics.ai/events/
YouTube	https://www.youtube.com/watch?v=m4szeYSIuRc
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#cite-as
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#related-works
arXiv	http://arxiv.org/abs/1606.06565
arXiv	https://arxiv.org/pdf/1805.00899.pdf
arXiv	http://arxiv.org/abs/1901.00403
Springer	https://doi.org/10.1007/978-3-030-26250-1_29
IEEE	https://doi.org/10.1109/SP.2018.00058
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#related-projects
SafeNN Project:	https://github.com/koo-ec/SafeNN
NN-Dependability-KIT Project:	https://github.com/dependable-ai/nn-dependability-kit
Confident-NN Project:	https://github.com/cfinlay/confident-nn
SafeAI Project:	https://eth-sri.github.io/research/safeai
DiffAI	https://github.com/eth-sri/diffai
DL2	https://github.com/eth-sri/dl2
ERAN	https://github.com/eth-sri/eran
AI Safety via Debate:	https://openai.com/blog/debate/
Debate Games	https://github.com/openai/pixel
SafeDNN:	https://github.com/safednn-nasa
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#faqs
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#future-extensions
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#license
	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#acknowledgments
EDF Energy R&D UK Centre	https://www.edfenergy.com/about
AURA Innovation Centre	https://aura-innovation.co.uk/
University of Hull	https://www.hull.ac.uk/
Readme	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#MIT-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#contributing-ov-file
Security policy	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML#security-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML
Activity	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/activity
Custom properties	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/custom-properties
0 stars	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/stargazers
0 watching	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/watchers
0 forks	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FDependable-Intelligent-Systems-Lab%2FSafeML&report=Dependable-Intelligent-Systems-Lab+%28user%29
Releases	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/releases
1 tags	https://patch-diff.githubusercontent.com/Dependable-Intelligent-Systems-Lab/SafeML/tags
Packages 0	https://patch-diff.githubusercontent.com/orgs/Dependable-Intelligent-Systems-Lab/packages?repo_name=SafeML
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.