From 69e9475ab1067ba58f63089d51ec33188ab782c2 Mon Sep 17 00:00:00 2001
From: Yaman Umuroglu <yamanu@xilinx.com>
Date: Tue, 23 Mar 2021 16:07:40 +0000
Subject: [PATCH] [Notebook] update tutorial remarks

---
 .../cybersecurity/1-train-mlp-with-brevitas.ipynb               | 2 +-
 .../cybersecurity/2-export-to-finn-and-verify.ipynb             | 2 +-
 .../cybersecurity/3-build-accelerator-with-finn.ipynb           | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb b/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
index 57fda092c..ff4c57040 100644
--- a/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
+++ b/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
@@ -11,7 +11,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<font color=\"red\">**FPGA'21 tutorial:** We recommend clicking **Cell -> Run All** when you start reading this notebook for \"latency hiding\".</font>"
+    "<font color=\"red\">**Live FINN tutorial:** We recommend clicking **Cell -> Run All** when you start reading this notebook for \"latency hiding\".</font>"
    ]
   },
   {
diff --git a/notebooks/end2end_example/cybersecurity/2-export-to-finn-and-verify.ipynb b/notebooks/end2end_example/cybersecurity/2-export-to-finn-and-verify.ipynb
index fd40f5c58..b254600df 100644
--- a/notebooks/end2end_example/cybersecurity/2-export-to-finn-and-verify.ipynb
+++ b/notebooks/end2end_example/cybersecurity/2-export-to-finn-and-verify.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Verify Exported ONNX Model in FINN\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** We will skip this notebook during the tutorial due to time constraints. You are encouraged to go through it on your own after the hands-on session to verify the exported MLP in FINN.</font>\n",
+    "<font color=\"red\">**Live FINN tutorial:** We recommend clicking **Cell -> Run All** when you start reading this notebook for \"latency hiding\".</font>\n",
     "\n",
     "**Important: This notebook depends on the 1-train-mlp-with-brevitas notebook, because we are using the ONNX model that was exported there. So please make sure the needed .onnx file is generated before you run this notebook.**\n",
     "\n",
diff --git a/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb b/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb
index 611e280ec..285f4e6cd 100644
--- a/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb
+++ b/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Building the Streaming Dataflow Accelerator\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** We recommend clicking Cell -> Run All when you start reading this notebook for \"latency hiding\".</font>\n",
+    "<font color=\"red\">**Live FINN tutorial:** We recommend clicking **Cell -> Run All** when you start reading this notebook for \"latency hiding\".</font>\n",
     "\n",
     "**Important: This notebook depends on the 1-train-mlp-with-brevitas notebook because we are using models that were created by that notebook. So please make sure the needed .onnx files are generated prior to running this notebook.**\n",
     "\n",
-- 
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