From de265382eecb2a25ee4d7c3df808682882d74a4f Mon Sep 17 00:00:00 2001
From: Mario Ruiz <11815099+mariodruiz@users.noreply.github.com>
Date: Thu, 24 Oct 2024 19:18:18 +0100
Subject: [PATCH] Fix accuracy and add paper (#74)

---
 notebooks/3_2_Ryzenai_capabilities.ipynb   | 2 ++
 notebooks/5_1_pytorch_onnx_inference.ipynb | 2 +-
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/notebooks/3_2_Ryzenai_capabilities.ipynb b/notebooks/3_2_Ryzenai_capabilities.ipynb
index 3b8549e..abbbe9a 100644
--- 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
index 359e472..2e065df 100644
--- 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"
      ]
     }
    ],