[ CourseHulu.com ] Linkedin - Machine Learning and Artificial Intelligence Security Risk - Categorizing Attacks and Failure Modes Torrent Download

Description

[ FreeCourseWeb.com ] Machine Learning and Artificial Intelligence Security Risk: Categorizing Attacks and Failure Modes

If You Need More Stuff, kindly Visit and Support Us -->> https://FreeCourseWeb.com

LinkedIn Learning

Duration: 1h 11m | .MP4 1280x720, 30 fps(r) | AAC, 48000 Hz, 2ch | 713 MB

Genre: eLearning | Language: English

From predicting medical outcomes to managing retirement funds, we put a lot of trust in machine learning (ML) and artificial intelligence (AI) technology, even though we know they are vulnerable to attacks, and that sometimes they can completely fail us. In this course, instructor Diana Kelley pulls real-world examples from the latest ML research and walks through ways that ML and AI can fail, providing pointers on how to design, build, and maintain resilient systems.

Learn about intentional failures caused by attacks and unintentional failures caused by design flaws and implementation issues. Security threats and privacy risks are serious, but with the right tools and preparation you can set yourself up to reduce them. Diana explains some of the most effective approaches and techniques for building robust and resilient ML, such as dataset hygiene, adversarial training, and access control to APIs.

If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com

Get More Tutorials and Support Us -->> https://CourseWikia.com

We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...

File list

[ CourseHulu.com ] Linkedin - Machine Learning and Artificial Intelligence Security Risk - Categorizing Attacks and Failure Modes
~Get Your Files Here !/1. Introduction/001. Machine learning security concerns.en.srt 1.8 KB
~Get Your Files Here !/1. Introduction/001. Machine learning security concerns.mp4 16.3 MB
~Get Your Files Here !/1. Introduction/002. What you should know.en.srt 602 B
~Get Your Files Here !/1. Introduction/002. What you should know.mp4 3.6 MB
~Get Your Files Here !/2. Machine Learning Foundations/003. How systems can fail and how to protect th.en.srt 5 KB
~Get Your Files Here !/2. Machine Learning Foundations/003. How systems can fail and how to protect th.mp4 40.2 MB
~Get Your Files Here !/2. Machine Learning Foundations/004. Why does ML security matter.en.srt 8.9 KB
~Get Your Files Here !/2. Machine Learning Foundations/004. Why does ML security matter.mp4 68.2 MB
~Get Your Files Here !/2. Machine Learning Foundations/005. Attacks vs. unintentional failure modes.en.srt 4.6 KB
~Get Your Files Here !/2. Machine Learning Foundations/005. Attacks vs. unintentional failure modes.mp4 25.8 MB
~Get Your Files Here !/2. Machine Learning Foundations/006. Security goals for ML CIA.en.srt 4.6 KB
~Get Your Files Here !/2. Machine Learning Foundations/006. Security goals for ML CIA.mp4 32.7 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/007. Perturbation attacks and AUPs.en.srt 5.4 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/007. Perturbation attacks and AUPs.mp4 41.6 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/008. Poisoning attacks.en.srt 5.1 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/008. Poisoning attacks.mp4 27.4 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/009. Reprogramming neural nets.en.srt 2.6 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/009. Reprogramming neural nets.mp4 14.2 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/010. Physical domain (3D adversarial objec.en.srt 3.6 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/010. Physical domain (3D adversarial objec.mp4 30.6 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/011. Supply chain attacks.en.srt 4.2 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/011. Supply chain attacks.mp4 23.3 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/012. Model inversion.en.srt 4.7 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/012. Model inversion.mp4 27.6 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/013. System manipulation.en.srt 4.2 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/013. System manipulation.mp4 36.4 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/014. Membership inference and model steali.en.srt 3 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/014. Membership inference and model steali.mp4 17.6 MB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/015. Backdoors and existing exploits.en.srt 3.6 KB
~Get Your Files Here !/3. Intentional Failure Modes Attacks/015. Backdoors and existing exploits.mp4 20 MB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/016. Reward hacking.en.srt 3.4 KB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/016. Reward hacking.mp4 27.2 MB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/017. Side effects in rein.en.srt 3.8 KB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/017. Side effects in rein.mp4 21.6 MB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/018. Distributional shift.en.srt 4.5 KB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/018. Distributional shift.mp4 26 MB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/019. Overfitting underfit.en.srt 4.2 KB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/019. Overfitting underfit.mp4 23.8 MB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/020. Data bias considerat.en.srt 7 KB
~Get Your Files Here !/4. Unintentional Failure Modes Intrinsic Design Flaws/020. Data bias considerat.mp4 41.5 MB
~Get Your Files Here !/5. Building Resilient ML/021. Effective techniques for building resilience in M.en.srt 3.7 KB
~Get Your Files Here !/5. Building Resilient ML/021. Effective techniques for building resilience in M.mp4 30.1 MB
~Get Your Files Here !/5. Building Resilient ML/022. ML dataset hygiene.en.srt 6.8 KB
~Get Your Files Here !/5. Building Resilient ML/022. ML dataset hygiene.mp4 38.3 MB
~Get Your Files Here !/5. Building Resilient ML/023. ML adversarial training.en.srt 6 KB
~Get Your Files Here !/5. Building Resilient ML/023. ML adversarial training.mp4 34.8 MB
~Get Your Files Here !/5. Building Resilient ML/024. ML access control to APIs.en.srt 4.1 KB
~Get Your Files Here !/5. Building Resilient ML/024. ML access control to APIs.mp4 25.3 MB
~Get Your Files Here !/6. Conclusion/025. Next steps.en.srt 2.2 KB
~Get Your Files Here !/6. Conclusion/025. Next steps.mp4 19 MB
~Get Your Files Here !/Bonus Resources.txt 386 B
~Get Your Files Here !/Ex_Files_ML_and_AI_Security_Risk_Categorizing_Attacks/Exercise Files/References.pdf 43.6 KB