Merge pull request #568 from harvard-edge/555-figure-27-is-not-render…

…ed-correctly-dev-version-only

555 Figure 2.7 is not rendered correctly (dev version only)

contents/core/ml_systems/ml_systems.qmd

@@ -331,7 +331,7 @@ These applications demonstrate how Mobile ML bridges the gap between cloud-based
 
 Tiny ML sits at the crossroads of embedded systems and machine learning, representing a burgeoning field that brings smart algorithms directly to tiny microcontrollers and sensors. These microcontrollers operate under severe resource constraints, particularly regarding memory, storage, and computational power. @fig-tiny-ml encapsulates the key aspects of Tiny ML discussed in this section.
 
-![Section overview for Tiny ML.](images/png/TinyML.png){#fig-tiny-ml}
+![Section overview for Tiny ML.](images/png/tinyml.png){#fig-tiny-ml}
 
 ### Characteristics