Marcelo Rovai
📖 +
sjohri20
📖
Ikechukwu Uchendu
📖
ishapira
📖 +
Marcelo Rovai
📖
oishib
📖 +
Matthew Stewart
📖
Vijay Janapa Reddi
📖 +
oishib
📖
Matthew Stewart
📖 +
Shvetank Prakash
📖
sjohri20
📖 +
naeemkh
📖
Explanation: With the proliferation of TinyML on edge devices, the hardware on which these models run can be exposed to various environmental factors and wear-and-tear. Ensuring hardware resilience is crucial to maintain consistent AI performance.
-Description: Discusses issues related to faults in the computation units, such as CPUs, GPUs, and custom accelerators. This can include issues like overheating, transistor failures, or other malfunctions.
Description: Addresses faults in the memory components of a system, including RAM, cache, and storage. Topics can include bit flips, wear-out, and other memory-related issues.
Explanation: Software forms the backbone of any AI system. Ensuring its resilience means that the system can handle unexpected inputs, software bugs, or other issues without catastrophic failure.
-Description: Discusses potential issues in the software stack, from the OS to the AI framework. This can include bugs, version incompatibilities, or other software-related problems.
Description: Explores how AI systems can handle unexpected or corrupted inputs. This is especially important for systems in the real world where input data can be noisy or unreliable.
As the core of any AI system, the model’s resilience to various challenges, from adversarial attacks to real-world data shifts, is paramount for reliable operation.
-Description: Investigates the model’s behavior under worst-case scenarios, such as extreme data values or conditions outside the training distribution.
Description: Discusses potential threats where malicious actors intentionally manipulate inputs to deceive the AI model, and strategies to defend against these attacks.
Explanation: Conclude with the key highlights.
diff --git a/search.json b/search.json index e81526f3..06e485c8 100644 --- a/search.json +++ b/search.json @@ -25,7 +25,7 @@ "href": "contributors.html", "title": "Contributors", "section": "", - "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nMarcelo Rovai📖\n\n\nIkechukwu Uchendu📖\n\n\nishapira📖\n\n\noishib📖\n\n\nVijay Janapa Reddi📖\n\n\nMatthew Stewart📖\n\n\nsjohri20📖\n\n\n\n\nShvetank Prakash📖\n\n\nMarco Zennaro📖\n\n\nJessica Quaye📖" + "text": "We extend our sincere thanks to the diverse group of individuals who have generously contributed their expertise, insights, and time to enhance both the content and codebase of this project. Below you will find a list of all contributors. If you would like to contribute to this project, please see our GitHub page.\n\n\n\n\n\n\n\n\nsjohri20📖\n\n\nIkechukwu Uchendu📖\n\n\nMarcelo Rovai📖\n\n\nMatthew Stewart📖\n\n\noishib📖\n\n\nShvetank Prakash📖\n\n\nnaeemkh📖\n\n\n\n\nMarco Zennaro📖\n\n\nVijay Janapa Reddi📖\n\n\nJessica Quaye📖\n\n\nishapira📖" }, { "objectID": "copyright.html", @@ -1204,53 +1204,32 @@ "text": "19.10 Conclusion\nExplanation: The closing section encapsulates the key discussions and insights presented throughout the chapter, fostering a deep-seated understanding of the necessity and approaches for AI sustainability.\n\nRecap of key insights and discussions\nThe road ahead: fostering sustainability in AI\nEncouraging innovation and research in AI sustainability" }, { - "objectID": "robust_ai.html", - "href": "robust_ai.html", + "objectID": "robust_ai.html#hardware-resilience", + "href": "robust_ai.html#hardware-resilience", "title": "20 Robust AI", - "section": "", - "text": "21 Hardware Resilience\nExplanation: With the proliferation of TinyML on edge devices, the hardware on which these models run can be exposed to various environmental factors and wear-and-tear. Ensuring hardware resilience is crucial to maintain consistent AI performance.\nExplanation: Software forms the backbone of any AI system. Ensuring its resilience means that the system can handle unexpected inputs, software bugs, or other issues without catastrophic failure.\nAs the core of any AI system, the model’s resilience to various challenges, from adversarial attacks to real-world data shifts, is paramount for reliable operation.\nExplanation: Conclude with the key highlights." - }, - { - "objectID": "robust_ai.html#compute-faults", - "href": "robust_ai.html#compute-faults", - "title": "20 Robust AI", - "section": "21.1 Compute Faults", - "text": "21.1 Compute Faults\nDescription: Discusses issues related to faults in the computation units, such as CPUs, GPUs, and custom accelerators. This can include issues like overheating, transistor failures, or other malfunctions." - }, - { - "objectID": "robust_ai.html#memory-faults", - "href": "robust_ai.html#memory-faults", - "title": "20 Robust AI", - "section": "21.2 Memory Faults", - "text": "21.2 Memory Faults\nDescription: Addresses faults in the memory components of a system, including RAM, cache, and storage. Topics can include bit flips, wear-out, and other memory-related issues." - }, - { - "objectID": "robust_ai.html#framework-faults", - "href": "robust_ai.html#framework-faults", - "title": "20 Robust AI", - "section": "22.1 Framework Faults", - "text": "22.1 Framework Faults\nDescription: Discusses potential issues in the software stack, from the OS to the AI framework. This can include bugs, version incompatibilities, or other software-related problems." + "section": "20.1 Hardware Resilience", + "text": "20.1 Hardware Resilience\nExplanation: With the proliferation of TinyML on edge devices, the hardware on which these models run can be exposed to various environmental factors and wear-and-tear. Ensuring hardware resilience is crucial to maintain consistent AI performance.\n\n20.1.1 Compute Faults\nDescription: Discusses issues related to faults in the computation units, such as CPUs, GPUs, and custom accelerators. This can include issues like overheating, transistor failures, or other malfunctions.\n\n\n20.1.2 Memory Faults\nDescription: Addresses faults in the memory components of a system, including RAM, cache, and storage. Topics can include bit flips, wear-out, and other memory-related issues." }, { - "objectID": "robust_ai.html#faulty-inputs", - "href": "robust_ai.html#faulty-inputs", + "objectID": "robust_ai.html#software-resilience", + "href": "robust_ai.html#software-resilience", "title": "20 Robust AI", - "section": "22.2 Faulty Inputs", - "text": "22.2 Faulty Inputs\nDescription: Explores how AI systems can handle unexpected or corrupted inputs. This is especially important for systems in the real world where input data can be noisy or unreliable." + "section": "20.2 Software Resilience", + "text": "20.2 Software Resilience\nExplanation: Software forms the backbone of any AI system. Ensuring its resilience means that the system can handle unexpected inputs, software bugs, or other issues without catastrophic failure.\n\n20.2.1 Framework Faults\nDescription: Discusses potential issues in the software stack, from the OS to the AI framework. This can include bugs, version incompatibilities, or other software-related problems.\n\n\n20.2.2 Faulty Inputs\nDescription: Explores how AI systems can handle unexpected or corrupted inputs. This is especially important for systems in the real world where input data can be noisy or unreliable." }, { - "objectID": "robust_ai.html#worst-case-faults", - "href": "robust_ai.html#worst-case-faults", + "objectID": "robust_ai.html#model-resilience", + "href": "robust_ai.html#model-resilience", "title": "20 Robust AI", - "section": "23.1 Worst-case Faults", - "text": "23.1 Worst-case Faults\nDescription: Investigates the model’s behavior under worst-case scenarios, such as extreme data values or conditions outside the training distribution." + "section": "20.3 Model Resilience", + "text": "20.3 Model Resilience\nAs the core of any AI system, the model’s resilience to various challenges, from adversarial attacks to real-world data shifts, is paramount for reliable operation.\n\n20.3.1 Worst-case Faults\nDescription: Investigates the model’s behavior under worst-case scenarios, such as extreme data values or conditions outside the training distribution.\n\n\n20.3.2 Adversarial Attacks\nDescription: Discusses potential threats where malicious actors intentionally manipulate inputs to deceive the AI model, and strategies to defend against these attacks." }, { - "objectID": "robust_ai.html#adversarial-attacks", - "href": "robust_ai.html#adversarial-attacks", + "objectID": "robust_ai.html#conclusion", + "href": "robust_ai.html#conclusion", "title": "20 Robust AI", - "section": "23.2 Adversarial Attacks", - "text": "23.2 Adversarial Attacks\nDescription: Discusses potential threats where malicious actors intentionally manipulate inputs to deceive the AI model, and strategies to defend against these attacks." + "section": "20.4 Conclusion", + "text": "20.4 Conclusion\nExplanation: Conclude with the key highlights." }, { "objectID": "embedded_sys_exercise.html#two-parallel-cores", diff --git a/site_libs/bootstrap/bootstrap.min.css b/site_libs/bootstrap/bootstrap.min.css index 6d37b71a..114c7378 100644 --- a/site_libs/bootstrap/bootstrap.min.css +++ 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