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Difference between revisions of "OWASP Top 5 Machine Learning Risks"
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− | + | ==The OWASP Top 5 Machine Learning Risks== | |
− | + | The idea is to build the required resources which help software security community to understand the emerging technology of machine learning and how it is related to security, warn them about the risk associated with using ML, and discuss the defending techniques. | |
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− | ==The OWASP | ||
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==Description== | ==Description== | ||
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Machine Learning has recently re-emerged as a powerful tool in multiple business sectors, especially when it is used for Predictive Analytics at the scale of Big Data. This technique becomes vital when it is harnessed for the Security services and applications like Fraud Detection, Anomaly Detection, Behavioral Analysis, etc. | Machine Learning has recently re-emerged as a powerful tool in multiple business sectors, especially when it is used for Predictive Analytics at the scale of Big Data. This technique becomes vital when it is harnessed for the Security services and applications like Fraud Detection, Anomaly Detection, Behavioral Analysis, etc. | ||
− | Although these applications have huge success, there are security risks associated with the learning technique especially the security of the learning phase; which can still be vulnerable to threats originated by potential adversaries, and consequently it has considerable impact on their prediction results | + | Although these applications have huge success, there are security risks associated with the learning technique especially the security of the learning phase; which can still be vulnerable to threats originated by potential adversaries, and consequently it has considerable impact on their prediction results |
− | This project will list these risks and the defending techniques | + | This project will list these risks and the defending techniques |
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==Licensing== | ==Licensing== | ||
− | + | The OWASP Top 5 Machine Learning Risks project is licensed under the http://creativecommons.org/licenses/by-sa/3.0/ Creative Commons Attribution-ShareAlike 3.0 license], so you can copy, distribute and transmit the work, and you can adapt it, and use it commercially, but all provided that you attribute the work and if you alter, transform, or build upon this work, you may distribute the resulting work only under the same or similar license to this one. | |
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<!-- DO NOT ALTER OR REMOVE THE TEXT ON NEXT LINE --> | <!-- DO NOT ALTER OR REMOVE THE TEXT ON NEXT LINE --> | ||
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== Presentation == | == Presentation == | ||
− | + | TBD | |
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== Project Leader == | == Project Leader == | ||
− | + | * Talal Albacha: I have long experience in the application security field and I have strong academic background in machine learning. | |
− | + | * [[User:Talal Albacha]] | |
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− | * Talal Albacha | ||
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== Related Projects == | == Related Projects == | ||
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− | * | ||
== Openhub == | == Openhub == | ||
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== Quick Download == | == Quick Download == | ||
− | + | TBD | |
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== News and Events == | == News and Events == | ||
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== In Print == | == In Print == | ||
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This project can be purchased as a print on demand book from Lulu.com | This project can be purchased as a print on demand book from Lulu.com | ||
==Classifications== | ==Classifications== | ||
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| rowspan="2" align="center" valign="top" width="50%" | [[File:New projects.png|100px|link=https://www.owasp.org/index.php/OWASP_Project_Stages#tab=Incubator_Projects]] | | rowspan="2" align="center" valign="top" width="50%" | [[File:New projects.png|100px|link=https://www.owasp.org/index.php/OWASP_Project_Stages#tab=Incubator_Projects]] | ||
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=FAQs= | =FAQs= | ||
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− | The OWASP | + | The success of OWASP is due to a community of enthusiasts and contributors that work to make our projects great. The first contributors to the project were: |
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− | The first contributors to the project were: | ||
− | * [ | + | * [[User:Talal Albacha]] |
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* '''YOUR NAME BELONGS HERE''' | * '''YOUR NAME BELONGS HERE''' | ||
Revision as of 00:12, 2 September 2017
The OWASP Top 5 Machine Learning RisksThe idea is to build the required resources which help software security community to understand the emerging technology of machine learning and how it is related to security, warn them about the risk associated with using ML, and discuss the defending techniques. DescriptionMachine Learning has recently re-emerged as a powerful tool in multiple business sectors, especially when it is used for Predictive Analytics at the scale of Big Data. This technique becomes vital when it is harnessed for the Security services and applications like Fraud Detection, Anomaly Detection, Behavioral Analysis, etc. Although these applications have huge success, there are security risks associated with the learning technique especially the security of the learning phase; which can still be vulnerable to threats originated by potential adversaries, and consequently it has considerable impact on their prediction results This project will list these risks and the defending techniques LicensingThe OWASP Top 5 Machine Learning Risks project is licensed under the http://creativecommons.org/licenses/by-sa/3.0/ Creative Commons Attribution-ShareAlike 3.0 license], so you can copy, distribute and transmit the work, and you can adapt it, and use it commercially, but all provided that you attribute the work and if you alter, transform, or build upon this work, you may distribute the resulting work only under the same or similar license to this one. |
. PresentationTBD Project Leader
Related ProjectsOpenhub |
Quick DownloadTBD News and EventsIn PrintThis project can be purchased as a print on demand book from Lulu.com Classifications
|
How can I participate in your project?
All you have to do is make the Project Leader's aware of your available time to contribute to the project. It is also important to let the Leader's know how you would like to contribute and pitch in to help the project meet it's goals and milestones. There are many different ways you can contribute to an OWASP Project, but communication with the leads is key.
If I am not a programmer can I participate in your project?
Yes, you can certainly participate in the project if you are not a programmer or technical. The project needs different skills and expertise and different times during its development. Currently, we are looking for researchers, writers, graphic designers, and a project administrator.
Contributors
The success of OWASP is due to a community of enthusiasts and contributors that work to make our projects great. This is also true for the success of your project. Be sure to give credit where credit is due, no matter how small! This should be a brief list of the most amazing people involved in your project. Be sure to provide a link to a complete list of all the amazing people in your project's community as well.
The success of OWASP is due to a community of enthusiasts and contributors that work to make our projects great. The first contributors to the project were:
- User:Talal Albacha
- YOUR NAME BELONGS HERE
A project roadmap is the envisioned plan for the project. The purpose of the roadmap is to help others understand where the project is going. It gives the community a chance to understand the context and the vision for the goal of the project. Additionally, if a project becomes inactive, or if the project is abandoned, a roadmap can help ensure a project can be adopted and continued under new leadership.
Roadmaps vary in detail from a broad outline to a fully detailed project charter. Generally speaking, projects with detailed roadmaps have tended to develop into successful projects. Some details that leaders may consider placing in the roadmap include: envisioned milestones, planned feature enhancements, essential conditions, project assumptions, development timelines, etc. You are required to have at least 4 milestones for every year the project is active.
We will have ANNUAL release of the up-to-date top 5 risks, organized as following:
- Draft version
- Community responses
- Validate in AppSec conference
- Release final list for the year.
As of October 2013, the priorities are:
- Finish the referencing for each principle.
- Update the Project Template.
- Use the OWASP Press to develop a book.
- Finish and publish the book on Lulu.
Involvement in the development and promotion of the OWASP Security Principles Project is actively encouraged! You do not have to be a security expert in order to contribute. Some of the ways you can help:
- Helping find references to some of the principles.
- Project administration support.
- Wiki editing support.
- Writing support for the book.
This page is where you need to place your legacy project template page if your project was created before October 2013. To edit this page you will need to edit your project information template. You can typically find this page by following this address and substituting your project name where it says "OWASP_Example_Project". When in doubt, ask the OWASP Projects Manager. Example template page: https://www.owasp.org/index.php/Projects/OWASP_Example_Project
PROJECT INFO What does this OWASP project offer you? |
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