From b6c57c909d29be131ccded52157de782cb1808bd Mon Sep 17 00:00:00 2001
From: Yaman Umuroglu <yamanu@xilinx.com>
Date: Wed, 2 Oct 2019 17:13:15 +0200
Subject: [PATCH] add link to QNN inference notebooks

---
 docs/index.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/index.md b/docs/index.md
index d8025be0a..dc6c50332 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -23,5 +23,6 @@ classification accelerators, or to <a href="https://github.com/Xilinx/LSTM-PYNQ"
 to try optical character recognition with LSTMs.
 * **I want to train new quantized networks for FINN.** Check out <a href="https://github.com/Xilinx/brevitas">Brevitas</a>, 
 our PyTorch library for training quantized networks. The Brevitas-to-FINN part of the flow is coming soon!
+* **I want to understand the computations involved in quantized inference.** Check out these Jupyter notebooks on <a href="https://github.com/maltanar/qnn-inference-examples">QNN inference</a>. This repo contains simple Numpy/Python layer implementations and a few pretrained QNNs for instructive purposes.
 * **I want to understand how it all fits together.** Check out our [publications](#publications),
 particularly the <a href="https://arxiv.org/abs/1612.07119" target="_blank">FINN paper at FPGA'17</a> and the <a href="https://arxiv.org/abs/1809.04570" target="_blank">FINN-R paper in ACM TRETS</a>.
-- 
GitLab