Fix accuracy and add paper (#74)

AMDResearch · Oct 24, 2024 · de26538 · de26538
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diff --git a/notebooks/3_2_Ryzenai_capabilities.ipynb b/notebooks/3_2_Ryzenai_capabilities.ipynb
@@ -22,6 +22,8 @@
     "\n",
     "**[AI Engine Architecture Manual](https://docs.xilinx.com/r/en-US/am020-versal-aie-ml)**\n",
     "\n",
+    "**[AMD XDNA™ NPU in Ryzen™ AI Processors](https://ieeexplore.ieee.org/document/10592049)**\n",
+    "\n",
     "**[bfloat16 data type](https://en.wikipedia.org/wiki/Bfloat16_floating-point_format)**\n",
     "\n",
     "---"

diff --git a/notebooks/5_1_pytorch_onnx_inference.ipynb b/notebooks/5_1_pytorch_onnx_inference.ipynb
@@ -669,7 +669,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " Accuracy of the quantized model for the test set is : 78.72 %\n"
+      " Accuracy of the quantized model for the test set is : 75.76 %\n"
      ]
     }
    ],