diff --git a/notebooks/end2end_example/tfc_end2end_example.ipynb b/notebooks/end2end_example/tfc_end2end_example.ipynb
index 00106ad5668a9982b8ba3498f8b401d61b6623f0..6399d85ebdec74374115380d6e81a1228f54b0da 100644
--- a/notebooks/end2end_example/tfc_end2end_example.ipynb
+++ b/notebooks/end2end_example/tfc_end2end_example.ipynb
@@ -497,7 +497,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Note:** The transformation `to_hls.InferBinaryStreamingFCLayer` gets the string \"decoupled\" as argument, this indicates the `mem_mode` for the weights. In FINN there are different options to set the way the weights are stored and accessed. For details please see the corresponding FINN readthedocs website."
+    "**Note:** The transformation `to_hls.InferBinaryStreamingFCLayer` gets the string \"decoupled\" as argument, this indicates the `mem_mode` for the weights. In FINN there are different options to set the way the weights are stored and accessed. For details please have a look on the [FINN readthedocs website](https://finn.readthedocs.io/) under Internals."
    ]
   },
   {
@@ -1055,7 +1055,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Directory *project_StreamingFCLayer_Batch_0* contains the project created by Vivado HLS into which the IP Block is exported, along with other files generated by Vivado HLS. If we compare it to the above visualization of the network with netron, this is exactly the name of the folder stored in the node attribute `ipgen_path`. The .cpp code that is passed to Vivado HLS can be found in the file *top_StreamingFCLayer_Batch_0.cpp*. The file *thresh.h* belongs to that as well, it contains the value for the thresholds. The weights are stored as .npy file and as .dat file (*memblock_0.dat*). *vivado_hls.log* is the log file from Vivado HLS. Besides these files, the folder contains *ipgen.sh* and *hls_syn_StreamingFCLayer_Batch_0.tcl* and because we use the StreamingFCLayer in \"decoupled\" mode a verilog wrapper (*StreamingFCLayer_Batch_0_memstream.v*) is produced, for more details on \"decoupled\" and \"const\" mode please see on the readthedocs website. \n",
+    "Directory *project_StreamingFCLayer_Batch_0* contains the project created by Vivado HLS into which the IP Block is exported, along with other files generated by Vivado HLS. If we compare it to the above visualization of the network with netron, this is exactly the name of the folder stored in the node attribute `ipgen_path`. The .cpp code that is passed to Vivado HLS can be found in the file *top_StreamingFCLayer_Batch_0.cpp*. The file *thresh.h* belongs to that as well, it contains the value for the thresholds. The weights are stored as .npy file and as .dat file (*memblock_0.dat*). *vivado_hls.log* is the log file from Vivado HLS. Besides these files, the folder contains *ipgen.sh* and *hls_syn_StreamingFCLayer_Batch_0.tcl* and because we use the StreamingFCLayer in \"decoupled\" mode a verilog wrapper (*StreamingFCLayer_Batch_0_memstream.v*) is produced, for more details on \"decoupled\" and \"const\" mode please see on the [FINN readthedocs website](https://finn.readthedocs.io/) under Internals. \n",
     "\n",
     "In the following we take a closer look at the two generated scripts. We start with *ipgen.sh*."
    ]