Merge pull request #42 from ayasyrev/ConvBnAct

Refactor ConvBnAct block

Author: ayasyrev

Nbs/00_ModelConstructor.ipynb

@@ -23,15 +23,16 @@
     "Implementation of ConvMixer.  \n",
     "ConvMixer - ICLR 2022 submission \"Patches Are All You Need?\".  \n",
     "https://openreview.net/forum?id=TVHS5Y4dNvM  \n",
-    "Adopted from https://github.com/tmp-iclr/convmixer  "
+    "Adopted from https://github.com/tmp-iclr/convmixer  \n",
+    "Home for convmixer: [(GITHUB)](https://github.com/locuslab/convmixer)"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "0be91e3c",
    "metadata": {},
    "source": [
-    "Purpose of this implementation - possibilites for tune this model.  \n",
+    "Purpose of this implementation - possibilities for tune this model.  \n",
     "For example - play with activation function, initialization etc.  "
    ]
   },
@@ -1190,7 +1191,7 @@
    "id": "90b51303",
    "metadata": {},
    "source": [
-    "## Batchnorm before activation."
+    "## BatchNorm before activation."
    ]
   },
   {
@@ -1483,7 +1484,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.9.6"
   },
   "toc": {
    "base_numbering": 1,