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 285f4e6cd1ddabd0af6c57bdf2bb3bf835471532..551c321534cfefa13b8d34b7f1e7685000702ec0 100644
--- a/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb
+++ b/notebooks/end2end_example/cybersecurity/3-build-accelerator-with-finn.ipynb
@@ -373,7 +373,7 @@
     "\n",
     "Once we have a configuration that gives satisfactory estimates, we can move on to generating the accelerator. We can do this in different ways depending on how we want to integrate the accelerator into a larger system. For instance, if we have a larger streaming system built in Vivado or if we'd like to re-use this generated accelerator as an IP component in other projects, the `STITCHED_IP` output product is a good choice. We can also use the `OOC_SYNTH` output product to get post-synthesis resource and clock frequency numbers for our accelerator.\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** These next builds will take about 10 minutes to complete since multiple calls to Vivado and a call to RTL simulation are involved. While this is running, you can examine the generated files with noVNC -- it is running on **(your AWS URL):6080/vnc.html**\n",
+    "<font color=\"red\">**Live FINN tutorial:** These next builds will take about 10 minutes to complete since multiple calls to Vivado and a call to RTL simulation are involved. While this is running, you can examine the generated files with noVNC -- it is running on **(your AWS URL):6080/vnc.html**\n",
     "\n",
     "* Once the `step_hls_codegen [8/16]` below is completed, you can view the generated HLS code under its own folder for each layer: `/tmp/finn_dev_ubuntu/code_gen_ipgen_StreamingFCLayer_Batch_XXXXXX`\n",
     "    \n",
@@ -676,7 +676,7 @@
    "source": [
     "## (Optional) Launch a Build: PYNQ Bitfile and Driver <a id=\"build_bitfile_driver\"></a>\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** This section is not included in the hands-on tutorial due to the bitfile synthesis time (15-20 min). If you own a PYNQ board, we encourage you to uncomment the cells below to try it out on your own after the tutorial.</font>"
+    "<font color=\"red\">**Live FINN tutorial:** This section is not included in the hands-on tutorial due to the bitfile synthesis time (15-20 min). If you own a PYNQ board, we encourage you to uncomment the cells below to try it out on your own after the tutorial.</font>"
    ]
   },
   {
@@ -867,7 +867,7 @@
    "source": [
     "## (Optional) Run on PYNQ board <a id=\"run_on_pynq\"></a>\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** This section is not included in the hands-on tutorial due to the bitfile synthesis time (15-20 min) of the previous section. If you own a PYNQ board, we encourage you to uncomment the cells below to try it out on your own after the tutorial.</font>\n",
+    "<font color=\"red\">**Live FINN tutorial:** This section is not included in the hands-on tutorial due to the bitfile synthesis time (15-20 min) of the previous section. If you own a PYNQ board, we encourage you to uncomment the cells below to try it out on your own after the tutorial.</font>\n",
     "\n",
     "To test the accelerator on the board, we'll put a copy of the dataset and a premade Python script that validates the accuracy into the `driver` folder, then make a zip archive of the whole deployment folder."
    ]