Updated to add benchmarking chapter

harvard-edge · Sep 21, 2023 · f4de8ca · f4de8ca
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@@ -64,7 +64,11 @@ Here, we explore the different frameworks available for developing machine learn
 
 This chapter presents an insightful exposition on hardware acceleration, unraveling the role of specialized hardware in enhancing the performance and capabilities of embedded AI systems.
 
-**Chapter 12: On-Device Learning**
+**Chapter 12: Benchmarking AI**
+
+This chapter focuses understanding how we systematically evaluate AI systems through principled benchmarking methods. 
+
+**Chapter 13: On-Device Learning**
 
 Here, we explore the frontiers of on-device learning, focusing on the techniques that facilitate localized learning, enhancing both efficiency and privacy.