Machine learning principles
Common Information
| Type | Value |
|---|---|
| UUID | 9c05c980-82a6-4f5e-abcb-c29143bd72e6 |
| Fingerprint | 85b9a340508058be3be0b7bc10fc54c5744f23035f570b719d4336eae2fba993 |
| Analysis status | DONE |
| Considered CTI value | 2 |
| Text language | |
| Published | May 21, 2024, 3:04 p.m. |
| Added to db | Dec. 19, 2024, 8:28 p.m. |
| Last updated | Dec. 19, 2024, 8:31 p.m. |
| Headline | Machine learning principles |
| Title | Machine learning principles |
| Detected Hints/Tags/Attributes | 123/2/152 |
Source URLs
| Redirection | Url | |
|---|---|---|
| Details | Source | https://www.ncsc.gov.uk/files/NCSC-Machine-learning-principles.pdf |
URL Provider
Attributes
| Details | Type | #Events | CTI | Value |
|---|---|---|---|---|
| Details | Domain | 133 | www.ncsc.gov.uk |
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| Details | Domain | 575 | www.cisa.gov |
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| Details | Domain | 222 | arxiv.org |
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| Details | Domain | 1 | atlas.mitre.org |
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| Details | Domain | 240 | learn.microsoft.com |
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| Details | Domain | 98 | csrc.nist.gov |
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| Details | Domain | 27 | www.bsi.bund.de |
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| Details | Domain | 49 | www.enisa.europa.eu |
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| Details | Domain | 144 | owasp.org |
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| Details | Domain | 48 | www.cisecurity.org |
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| Details | Domain | 1 | hdsr.mitpress.mit.edu |
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| Details | Domain | 76 | nvlpubs.nist.gov |
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| Details | Domain | 5 | nist.ai |
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| Details | Domain | 61 | blog.google |
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| Details | Domain | 4 | assets.publishing.service.gov.uk |
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| Details | Domain | 1 | lve-project.org |
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| Details | Domain | 1 | www.gardproject.org |
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| Details | Domain | 4702 | github.com |
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| Details | Domain | 1 | aistandardshub.org |
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| Details | Domain | 20 | blog.trailofbits.com |
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| Details | Domain | 4 | openreview.net |
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| Details | Domain | 3 | slsa.dev |
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| Details | Domain | 1 | cyclonedx.org |
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| Details | Domain | 19 | huggingface.co |
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| Details | Domain | 1 | www.turing.ac.uk |
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| Details | Domain | 41 | www.gov.uk |
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| Details | Domain | 72 | cloud.google.com |
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| Details | Domain | 45 | www.iso.org |
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| Details | Domain | 10 | ico.org.uk |
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| Details | Domain | 8 | git-scm.com |
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| Details | Domain | 1 | technology.blog.gov.uk |
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| Details | Domain | 1 | datatonic.com |
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| Details | Domain | 5 | www.meti.go.jp |
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| Details | Domain | 1 | www.ai.mil |
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| Details | Domain | 1 | static.googleusercontent.com |
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| Details | Domain | 2 | research.google.com |
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| Details | Domain | 1 | www.dataquest.io |
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| Details | Domain | 3 | pytorch.org |
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| Details | Domain | 22 | research.nccgroup.com |
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| Details | Domain | 1 | ml-ops.org |
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| Details | Domain | 1 | cml.dev |
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| Details | Domain | 1 | mlflow.org |
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| Details | Domain | 1 | rtau.blog.gov.uk |
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| Details | Domain | 1 | encord.com |
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| Details | Domain | 1 | cdn.nationalarchives.gov.uk |
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| Details | Domain | 14 | www.nationalarchives.gov.uk |
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| Details | Domain | 76 | ncsc.gov.uk |
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| Details | File | 1 | security_guide_2023.pdf |
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| Details | File | 5 | nist.ai |
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| Details | File | 3 | 100-1.pdf |
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| Details | File | 1 | aml.cs |
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| Details | File | 18 | assets.pub |
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| Details | File | 1 | 20210625-red_teaming_handbook.pdf |
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| Details | File | 48 | www.iso |
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| Details | File | 1 | 0728_001.html |
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| Details | File | 73 | www.ai |
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| Details | File | 1 | blog_09_03_21_ai_enabling_ai_with_data_cards.html |
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| Details | File | 1 | 43146.pdf |
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| Details | File | 127 | www.dat |
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| Details | File | 1 | pruning_tutorial.html |
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| Details | File | 2 | 800-150.pdf |
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| Details | File | 1 | archiving-personal-data.pdf |
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| Details | Github username | 24 | azure |
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| Details | Github username | 1 | cleverhans-lab |
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| Details | Github username | 1 | imda-btg |
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| Details | Github username | 13 | cisagov |
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| Details | Github username | 6 | gchq |
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| Details | MITRE ATT&CK Techniques | 3 | T0043 |
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| Details | MITRE ATT&CK Techniques | 3 | T0051 |
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| Details | MITRE ATT&CK Techniques | 3 | T0018.000 |
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| Details | MITRE ATT&CK Techniques | 2 | T0024.000 |
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| Details | MITRE ATT&CK Techniques | 2 | T0024.001 |
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| Details | MITRE ATT&CK Techniques | 3 | T0020 |
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| Details | MITRE ATT&CK Techniques | 1 | T0024.002 |
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| Details | MITRE ATT&CK Techniques | 3 | T0056 |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/guidelines-secure-ai-system-development |
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| Details | Url | 3 | https://www.cisa.gov/resources-tools/resources/secure-by-design |
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| Details | Url | 1 | https://arxiv.org/abs/2207.05164 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0043 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0051 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0018.000 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0024.000 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0024.001 |
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| Details | Url | 1 | https://learn.microsoft.com/en-us/security/engineering/failure-modes-in-machine- |
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| Details | Url | 1 | https://csrc.nist.gov/pubs/ai/100/2/e2023/final |
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| Details | Url | 1 | https://www.bsi.bund.de/shareddocs/downloads/en/bsi/ki/practical_al- |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/board-toolkit/developing-a-positive-cyber-security- |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/developers-collection |
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| Details | Url | 1 | https://www.enisa.europa.eu/publications/multilayer-framework-for-good-cybersecurity- |
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| Details | Url | 2 | https://owasp.org/www-community/threat_modeling |
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| Details | Url | 1 | https://www.cisecurity.org/insights/spotlight/ei-isac-cybersecurity-spotlight-cia-triad |
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| Details | Url | 1 | https://hdsr.mitpress.mit.edu/pub/812vijgg/release/3 |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/risk-management |
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| Details | Url | 3 | https://nvlpubs.nist.gov/nistpubs/ai/nist.ai.100-1.pdf |
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| Details | Url | 1 | https://www.ncsc.gov.uk/blog-post/exercise-caution-building-off-llms |
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| Details | Url | 1 | https://atlas.mitre.org/studies/aml.cs0008 |
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| Details | Url | 1 | https://atlas.mitre.org/studies/aml.cs0007 |
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| Details | Url | 1 | https://blog.google/technology/safety-security/googles-ai-red-team-the-ethical- |
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| Details | Url | 1 | https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment |
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| Details | Url | 1 | https://lve-project.org |
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| Details | Url | 1 | https://www.gardproject.org |
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| Details | Url | 1 | https://github.com/azure/counterfit |
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| Details | Url | 1 | https://github.com/cleverhans-lab/cleverhans |
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| Details | Url | 1 | https://github.com/imda-btg/aiverify |
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| Details | Url | 1 | https://aistandardshub.org |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0020 |
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| Details | Url | 1 | https://atlas.mitre.org/studies/aml.cs0019 |
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| Details | Url | 1 | https://blog.trailofbits.com/2021/03/15/never-a-dill-moment-exploiting-machine-learning- |
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| Details | Url | 1 | https://openreview.net/pdf?id=v01xuvzem4 |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/supply-chain/guidance |
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| Details | Url | 2 | https://slsa.dev |
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| Details | Url | 1 | https://cyclonedx.org/capabilities/mlbom |
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| Details | Url | 1 | https://huggingface.co/docs/hub/security |
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| Details | Url | 1 | https://www.turing.ac.uk/blog/what-synthetic-data-and-how-can-it-advance-research- |
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| Details | Url | 1 | https://www.gov.uk/government/publications/machine-learning-with-limited-data |
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| Details | Url | 1 | https://cloud.google.com/ai-platform/data-labeling/docs/instructions |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/cross-domain-solutions/using-the-principles/data-at- |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/cross-domain-solutions/using-the-principles/data-in- |
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| Details | Url | 4 | https://www.iso.org/standard/27001 |
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| Details | Url | 3 | https://www.ncsc.gov.uk/collection/device-security-guidance |
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| Details | Url | 4 | https://www.cisecurity.org/cis-benchmarks |
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| Details | Url | 2 | https://github.com/cisagov/lme |
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| Details | Url | 3 | https://www.ncsc.gov.uk/guidance/introduction-logging-security-purposes |
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| Details | Url | 1 | https://www.ncsc.gov.uk/collection/protecting-bulk-personal-data/what-are-you- |
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| Details | Url | 1 | https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources |
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| Details | Url | 3 | https://git-scm.com |
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| Details | Url | 1 | https://technology.blog.gov.uk/2014/01/27/how-we-use-github |
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| Details | Url | 1 | https://datatonic.com/insights/responsible-ai-data-model-cards |
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| Details | Url | 1 | https://www.meti.go.jp/english/press/2023/0728_001.html |
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| Details | Url | 1 | https://www.ai.mil/blog_09_03_21_ai_enabling_ai_with_data_cards.html |
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| Details | Url | 1 | https://github.com/gchq/bailo |
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| Details | Url | 1 | https://static.googleusercontent.com/media/research.google.com/en//pubs |
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| Details | Url | 1 | https://huggingface.co/models |
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| Details | Url | 1 | https://huggingface.co/docs/hub/security-pickle |
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| Details | Url | 1 | https://www.dataquest.io/blog/learning-curves-machine-learning |
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| Details | Url | 1 | https://pytorch.org/tutorials/intermediate/pruning_tutorial.html#: |
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| Details | Url | 1 | https://atlas.mitre.org/tactics/aml.ta0007 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0024.002 |
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| Details | Url | 1 | https://atlas.mitre.org/techniques/aml.t0056 |
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| Details | Url | 2 | https://research.nccgroup.com/2022/12/05/exploring-prompt-injection-attacks |
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| Details | Url | 1 | https://atlas.mitre.org/studies/aml.cs0009 |
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| Details | Url | 1 | https://ml-ops.org/content/mlops- |
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| Details | Url | 1 | https://cml.dev |
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| Details | Url | 1 | https://mlflow.org |
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| Details | Url | 1 | https://rtau.blog.gov.uk/2024/02/22/privacy-preserving-federated-learning- |
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| Details | Url | 1 | https://encord.com/blog/what-is-out-of-distribution-ood-detection/#h3 |
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| Details | Url | 1 | https://www.ncsc.gov.uk/information/vulnerability-disclosure-toolkit |
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| Details | Url | 2 | https://nvlpubs.nist.gov/nistpubs/specialpublications/nist.sp.800-150.pdf |
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| Details | Url | 2 | https://www.ncsc.gov.uk/section/about-ncsc/incident-management |
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| Details | Url | 1 | https://www.ncsc.gov.uk/guidance/secure-sanitisation-storage-media |
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| Details | Url | 1 | https://cdn.nationalarchives.gov.uk/documents/information-management/guide-to- |
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| Details | Url | 7 | https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3 |