docs, fix typos

Author: ayasyrev

Nbs/00_ModelConstructor.ipynb

@@ -430,41 +430,6 @@
     "assert y.shape == torch.Size([bs_test, 128, 32, 32]), f\"size\""
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2021-12-28T14:55:36.421461Z",
-     "start_time": "2021-12-28T14:55:36.404022Z"
-    },
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "# block = ResBlock(2, 64, 64, sa=True, se=True)\n",
-    "# block"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2021-12-28T14:55:36.668838Z",
-     "start_time": "2021-12-28T14:55:36.632944Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "# #hide\n",
-    "# bs_test = 16\n",
-    "# xb = torch.randn(bs_test, 128, 32, 32)\n",
-    "# y = block(xb)\n",
-    "# print(y.shape)\n",
-    "# assert y.shape == torch.Size([bs_test, 128, 32, 32]), f\"size\""
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 18,
@@ -649,13 +614,6 @@
     "assert y.shape == torch.Size([bs_test, 64, 32, 32]), f\"size\""
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": 24,