Updated Notebook comments

This commit is contained in:
Radu C. Martin 2021-07-31 12:57:47 +02:00
parent 12c879f016
commit 633c4d12d3
5 changed files with 216 additions and 2413 deletions

View file

@ -75,6 +75,13 @@
"## GP model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define the underlying function that will be modeled:"
]
},
{
"cell_type": "code",
"execution_count": 8,
@ -108,6 +115,13 @@
"})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sample `n` points and add measurement noise:"
]
},
{
"cell_type": "code",
"execution_count": 11,
@ -142,6 +156,13 @@
"Y_sampled = Y_sampled + noise"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the function and the sampled points:"
]
},
{
"cell_type": "code",
"execution_count": 14,
@ -167,6 +188,13 @@
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Train the GP"
]
},
{
"cell_type": "code",
"execution_count": 15,
@ -362,6 +390,13 @@
"## CasADi part"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define the CasADi callback:"
]
},
{
"cell_type": "code",
"execution_count": 23,
@ -1074,6 +1109,13 @@
"grads"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define another casadi callback, which directly uses the GPflow gradients:"
]
},
{
"cell_type": "code",
"execution_count": 29,