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Brandon DeVault
and
Michael Teske
Q&A session discussing the TorchServe Vulnerabilities (ShellTorch), covering Remote Access, CVE-2023-43654, and CVE-2022-1471.
Read more
Q&A session discussing the TorchServe Vulnerabilities (ShellTorch), covering Remote Access, CVE-2023-43654, and CVE-2022-1471.
Read more
Q&A session discussing the TorchServe Vulnerabilities (ShellTorch), covering Remote Access, CVE-2023-43654, and CVE-2022-1471.
This course covers a Q&A session discussing the TorchServe Vulnerabilities (ShellTorch), covering Remote Access, CVE-2023-43654, and CVE-2022-1471. We will cover what it is, why it’s such a critical and widespread vulnerability that can exist in a multitude of systems, and how to identify if you’ve been affected.
Register for this course and see more details by visiting:
OpenCourser.com/course/cwsv3w/torchserve
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What's inside
Syllabus
TorchServe Vulnerabilities: What You Should Know
Additional Resources
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Examines vulnerabilities, threats, and fixes in cutting edge machine learning systems
Taught by recognized experts in machine learning and security
Supports developers and operations personnel in securing machine learning systems in practice
Save this course
Save TorchServe Vulnerabilities: What You Should Know to your list so you can find it easily later:
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in TorchServe Vulnerabilities: What You Should Know with these
activities:
Review prior knowledge of shell scripting
Show steps
Review basic shell scripting concepts to strengthen your understanding of the course material.
Show steps
-
Go over the basics of shell scripting syntax and commands.
-
Practice writing simple shell scripts to perform basic tasks.
-
Review documentation and tutorials on shell scripting.
Follow guided tutorials on TorchServe vulnerabilities
Show steps
Enhance your understanding of the vulnerabilities discussed in the course by following guided tutorials.
Show steps
-
Search for online tutorials on TorchServe vulnerabilities.
-
Follow the steps outlined in the tutorials to gain practical experience.
-
Test your understanding by completing the exercises provided in the tutorials.
Attend webinars or conferences on TorchServe security
Show steps
Stay informed about the latest trends and best practices in TorchServe security by attending industry events.
Show steps
-
Search for webinars or conferences focused on TorchServe security.
-
Register for the events and attend the sessions.
-
Take notes and ask questions during the presentations.
Five other activities
Expand to see all activities and additional details
Show all eight activities
Participate in hands-on workshops on TorchServe security
Show steps
Enhance your practical skills in TorchServe security by participating in hands-on workshops.
Browse courses on
Vulnerability Management
Show steps
-
Search for workshops that focus on TorchServe security.
-
Register for the workshop and attend the sessions.
-
Follow the instructions and complete the exercises provided during the workshop.
Practice identifying and mitigating TorchServe vulnerabilities
Show steps
Develop your skills in identifying and mitigating vulnerabilities by engaging in practice drills.
Browse courses on
Vulnerability Assessment
Show steps
-
Obtain sample code or set up a vulnerable environment.
-
Use tools and techniques to scan for vulnerabilities.
-
Apply appropriate mitigation strategies to address the vulnerabilities.
-
Test the effectiveness of the mitigation measures.
Volunteer as a security researcher or auditor
Show steps
Gain practical experience in vulnerability management by volunteering your skills to organizations.
Browse courses on
Vulnerability Assessment
Show steps
-
Identify organizations that are seeking volunteers in the field of security research or auditing.
-
Contact the organizations and inquire about volunteer opportunities.
-
Provide your skills and expertise to support the organization's security initiatives.
Develop a vulnerability risk assessment report
Show steps
Demonstrate your understanding of vulnerability management by creating a comprehensive risk assessment report.
Browse courses on
Vulnerability Management
Show steps
-
Gather information about the system or application being assessed.
-
Identify potential vulnerabilities and assess their risk.
-
Develop mitigation strategies for the identified vulnerabilities.
-
Prioritize the vulnerabilities based on their risk and impact.
-
Create a comprehensive report documenting the assessment findings.
Contribute to open-source projects related to TorchServe security
Show steps
Engage with the community by contributing to open-source projects that focus on improving TorchServe security.
Browse courses on
Vulnerability Management
Show steps
-
Identify open-source projects related to TorchServe security.
-
Review the project documentation and identify areas where you can contribute.
-
Submit pull requests or issue reports to the project maintainers.
-
Collaborate with other contributors to improve the project.
Review prior knowledge of shell scripting
Show steps
Review basic shell scripting concepts to strengthen your understanding of the course material.
Show steps
Show steps
Show steps
- Go over the basics of shell scripting syntax and commands.
- Practice writing simple shell scripts to perform basic tasks.
- Review documentation and tutorials on shell scripting.
Follow guided tutorials on TorchServe vulnerabilities
Show steps
Enhance your understanding of the vulnerabilities discussed in the course by following guided tutorials.
Show steps
Show steps
Show steps
- Search for online tutorials on TorchServe vulnerabilities.
- Follow the steps outlined in the tutorials to gain practical experience.
- Test your understanding by completing the exercises provided in the tutorials.
Attend webinars or conferences on TorchServe security
Show steps
Stay informed about the latest trends and best practices in TorchServe security by attending industry events.
Show steps
Show steps
Show steps
- Search for webinars or conferences focused on TorchServe security.
- Register for the events and attend the sessions.
- Take notes and ask questions during the presentations.
Five other activities
Expand to see all activities and additional details
Show all eight activities
Participate in hands-on workshops on TorchServe security
Show steps
Enhance your practical skills in TorchServe security by participating in hands-on workshops.
Browse courses on
Vulnerability Management
Show steps
Show steps
Show steps
- Search for workshops that focus on TorchServe security.
- Register for the workshop and attend the sessions.
- Follow the instructions and complete the exercises provided during the workshop.
Practice identifying and mitigating TorchServe vulnerabilities
Show steps
Develop your skills in identifying and mitigating vulnerabilities by engaging in practice drills.
Browse courses on
Vulnerability Assessment
Show steps
Show steps
Show steps
- Obtain sample code or set up a vulnerable environment.
- Use tools and techniques to scan for vulnerabilities.
- Apply appropriate mitigation strategies to address the vulnerabilities.
- Test the effectiveness of the mitigation measures.
Volunteer as a security researcher or auditor
Show steps
Gain practical experience in vulnerability management by volunteering your skills to organizations.
Browse courses on
Vulnerability Assessment
Show steps
Show steps
Show steps
- Identify organizations that are seeking volunteers in the field of security research or auditing.
- Contact the organizations and inquire about volunteer opportunities.
- Provide your skills and expertise to support the organization's security initiatives.
Develop a vulnerability risk assessment report
Show steps
Demonstrate your understanding of vulnerability management by creating a comprehensive risk assessment report.
Browse courses on
Vulnerability Management
Show steps
Show steps
Show steps
- Gather information about the system or application being assessed.
- Identify potential vulnerabilities and assess their risk.
- Develop mitigation strategies for the identified vulnerabilities.
- Prioritize the vulnerabilities based on their risk and impact.
- Create a comprehensive report documenting the assessment findings.
Contribute to open-source projects related to TorchServe security
Show steps
Engage with the community by contributing to open-source projects that focus on improving TorchServe security.
Browse courses on
Vulnerability Management
Show steps
Show steps
Show steps
- Identify open-source projects related to TorchServe security.
- Review the project documentation and identify areas where you can contribute.
- Submit pull requests or issue reports to the project maintainers.
- Collaborate with other contributors to improve the project.
Career center
Learners who complete TorchServe Vulnerabilities: What You Should Know will develop knowledge and skills
that may be useful to these careers:
Data Scientist
Data Scientist
A Data Scientist uses their specialized knowledge to analyze data and extract insights for business decision-making. Having a background in TorchServe, a framework for deploying machine learning (ML) models in real-world applications, can be highly advantageous for Data Scientists. The course covers the latest TorchServe vulnerabilities, such as CVE-2023-43654 and CVE-2022-1471, which can lead to remote access exploitation, enabling attendees to identify and mitigate these vulnerabilities in their ML deployments.
Security Engineer
Security Engineer
Security Engineers design, implement, and manage security systems and solutions to protect organizations from cyber threats. Understanding the vulnerabilities associated with TorchServe, such as CVE-2023-43654 and CVE-2022-1471, can enable Security Engineers to develop and implement effective security measures to protect ML deployments and mitigate potential attacks.
Cybersecurity Analyst
Cybersecurity Analyst
Cybersecurity Analysts plan and execute security measures to protect computer systems and networks from cyber threats. Knowledge of the TorchServe vulnerabilities, such as remote access exploitation, can assist Cybersecurity Analysts in devising effective security strategies to safeguard ML deployments and prevent unauthorized access.
Security Analyst
Security Analyst
Security Analysts identify, analyze, and mitigate security risks in computer systems and networks. The course provides insights into the vulnerabilities of TorchServe, a platform for deploying ML models, which can aid Security Analysts in understanding and mitigating security risks associated with ML deployments.
Machine Learning Engineer
Machine Learning Engineer
Machine Learning Engineers are responsible for developing, deploying, and maintaining ML models in production. Understanding the vulnerabilities associated with deploying ML models, including those in TorchServe, can help Machine Learning Engineers protect their models from potential attacks and ensure their reliable operation.
IT Security Engineer
IT Security Engineer
IT Security Engineers design, implement, and manage security measures for IT systems and networks. Understanding the vulnerabilities in TorchServe, a platform for deploying ML models, can enable IT Security Engineers to enhance the security posture of their organizations' IT infrastructure, particularly in relation to ML applications.
Software Developer
Software Developer
Software Developers design, create, and maintain software applications. Knowledge of the vulnerabilities in TorchServe can aid Software Developers in writing secure code and implementing measures to prevent unauthorized access and potential security breaches when working with ML models and applications.
Data Architect
Data Architect
Data Architects design and manage data systems for organizations. Understanding the vulnerabilities associated with deploying ML models using TorchServe can aid Data Architects in designing secure data architectures that adhere to best practices and mitigate potential risks.
DevOps Engineer
DevOps Engineer
DevOps Engineers bridge the gap between development and operations teams, ensuring smooth deployment and maintenance of software systems. Having an understanding of the vulnerabilities in TorchServe, which plays a role in deploying and managing ML models, helps DevOps Engineers enhance their ability to secure and streamline the software development lifecycle.
Systems Administrator
Systems Administrator
Systems Administrators manage and maintain computer systems and networks. Knowledge of the TorchServe vulnerabilities, including remote access exploitation, helps Systems Administrators secure and manage ML deployments within their organizations, ensuring the integrity of ML systems and mitigating potential cyber threats.
Cloud Solutions Architect
Cloud Solutions Architect
Cloud Solutions Architects design and implement cloud computing solutions for organizations. Understanding potential vulnerabilities in TorchServe, which is deployed on cloud platforms, can equip Cloud Solutions Architects with the knowledge to build secure cloud architectures and effectively manage ML deployments in the cloud.
Database Administrator
Database Administrator
Database Administrators manage and maintain databases, ensuring data integrity and security. Understanding the vulnerabilities in TorchServe, which is often used to deploy ML models in cloud environments, can equip Database Administrators with the knowledge to secure their cloud databases and mitigate potential data breaches.
Software Engineer
Software Engineer
Software Engineers design, develop, test, and maintain software systems. Knowledge of TorchServe vulnerabilities, such as CVE-2023-43654 and CVE-2022-1471, allows Software Engineers to develop and deploy secure software systems, especially when working with ML models and applications.
Quality Assurance Analyst
Quality Assurance Analyst
Quality Assurance Analysts test and evaluate software products to ensure they meet quality standards. Knowledge of the vulnerabilities in TorchServe, a platform for deploying ML models, can help Quality Assurance Analysts design effective test cases to identify potential defects and vulnerabilities in ML applications.
Cloud Engineer
Cloud Engineer
Cloud Engineers design, build, and manage cloud computing infrastructure. Knowledge of the vulnerabilities in TorchServe, which is often used for deploying ML models on cloud platforms, can assist Cloud Engineers in securing their cloud environments and ensuring the integrity of the ML models deployed on them.
For more career information including salaries, visit:
OpenCourser.com/course/cwsv3w/torchserve
Reading list
We've selected six books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
TorchServe Vulnerabilities: What You Should Know.
Provides a comprehensive overview of secure software engineering, covering topics such as software testing, risk management, and secure coding.
Provides a practical guide to software security testing, covering topics such as vulnerability assessment, penetration testing, and security auditing.
Provides a comprehensive overview of the Computer Hacking Forensic Investigator (CHFI) certification, covering topics such as computer forensics, incident response, and ethical hacking.
Save
Provides a comprehensive overview of hacking techniques and countermeasures, making it a valuable resource for security professionals.
Provides a comprehensive overview of secure coding principles and best practices in C and C++.
Provides a comprehensive overview of secure coding principles and best practices in C.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/cwsv3w/torchserve
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Time
1140 hours
Level
Introductory
Via
Pluralsight
Instructors
Brandon DeVault
Michael Teske
Language
English
Good to know
Examines vulnerabilities, threats, and fixes in cutting edge machine learning systems
Taught by recognized experts in machine learning and security
Supports developers and operations personnel in securing machine learning systems in practice
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