{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "complete-wealth",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7861/\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(,\n",
" 'http://127.0.0.1:7861/',\n",
" None)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"950/950 [==============================] - 1s 1ms/step - loss: 0.0024 - accuracy: 0.9988\n"
]
},
{
"data": {
"image/png": 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\n",
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