diff --git a/book/week_18/homework/example.ipynb b/book/week_18/homework/example.ipynb
index 89d07df..c7bd7ad 100644
--- a/book/week_18/homework/example.ipynb
+++ b/book/week_18/homework/example.ipynb
@@ -29,7 +29,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
@@ -37,6 +37,7 @@
"import sympy as sym\n",
"import scipy.optimize as so\n",
"from sympy.plotting import plot\n",
+ "%config InlineBackend.figure_formats = ['svg']\n",
"# --------------------------------------------------------------------\n",
"# NOTE: check\n",
"# - sympy is up to date\n",
@@ -63,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -94,7 +95,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -107,7 +108,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -171,7 +172,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -232,29 +233,953 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "5d7ea722ea9a46beb263b4b5387e4e13",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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