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lawrennd merged 1 commit into from
Oct 26, 2026
Merged

Switch lecture slides to the GPSS talk style #8

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4 changes: 2 additions & 2 deletions _lamd/_lamd.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -9,7 +9,7 @@ author:
layout: lecture
venue: Gaussian Process Summer School
talktheme: white
talkcss: mlatcl.css
talkcss: gpss.css
talkfontsize: smaller
bibdir: $HOME/lawrennd/bibliography/
people: ../_people/people.yml
Expand All @@ -34,7 +34,7 @@ assignment: False
ipynb: True
reveal: True
transition: None
potx: custom-reference.potx
potx: gpss-simple-reference.potx
dotx: custom-reference.dotx
baseurl: "gpss/" # the subpath of your site, e.g. /blog/
url: "https://mlatcl.github.io/" # the base hostname & protocol for your site
Expand Down
36 changes: 19 additions & 17 deletions _lectures/05-multi-output-gps.html
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559 changes: 36 additions & 523 deletions _lectures/08-unsupervised-learning-with-gps.html
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51 changes: 37 additions & 14 deletions _notebooks/05-multi-output-gps.ipynb
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Expand Up @@ -29,6 +29,8 @@
"metadata": {},
"source": [
"<!-- CIP-0012 Track A: no-op outside HTML (overridden in talk-macros-html.gpp). -->\n",
"<!-- Class-test timer: no-op outside slides HTML (overridden in talk-macros-slides-html.gpp). -->\n",
"<!-- CIP-0016: mdpp expands \\diagramcredit before gpp; leftover calls are empty. -->\n",
"<!-- Do not edit this file locally. -->\n",
"<!-- Do not edit this file locally. -->\n",
"<!---->\n",
Expand Down Expand Up @@ -210,7 +212,7 @@
"to use interface to GPs. One which allowed the user to focus on the\n",
"modelling rather than the mathematics.\n",
"\n",
"<img class=\"\" src=\"https://mlatcl.github.io/gpss/slides/diagrams/gp/gpy.png\" style=\"width:70%; height:auto; display:block;\">\n",
"<img class=\"\" src=\"https://mlatcl.github.io/gpss/diagrams/gp/gpy.png\" style=\"width:70%; height:auto; display:block;\">\n",
"\n",
"Figure: <i>GPy is a BSD licensed software code base for implementing\n",
"Gaussian process models in Python. It is designed for teaching and\n",
Expand Down Expand Up @@ -307,7 +309,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_illustrate.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_illustrate.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Illustration of the Kronecker product.</i>"
]
Expand All @@ -325,7 +327,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_IK.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_IK.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Kronecker product between two matrices.</i>"
]
Expand Down Expand Up @@ -400,7 +402,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_IK_highlighted005.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_IK_highlighted005.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>The marginal distribution for the first three variables\n",
"(highlighted) is givne by $\\mathbf{K}$ when the form of stacking is\n",
Expand Down Expand Up @@ -473,7 +475,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_KI_highlighted002.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_KI_highlighted002.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>The marginal distribution for the first three variables\n",
"(highlighted) is independent when the form of stacking is\n",
Expand All @@ -486,7 +488,7 @@
"source": [
"## Mapping from Latent Process to Observed\n",
"\n",
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_KI.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_KI.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Mapping from latent process to observed</i>"
]
Expand Down Expand Up @@ -527,7 +529,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/kronecker_WX.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/kronecker_WX.svg\" class=\"\" width=\"60%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i></i>"
]
Expand Down Expand Up @@ -793,9 +795,9 @@
"\n",
"</center>\n",
"\n",
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/icm_covariance.svg\" class=\"\" width=\"100%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/kern/icm_covariance.svg\" class=\"\" width=\"100%\" style=\"vertical-align:middle;\">\n",
"\n",
"<img class=\"negate\" src=\"https://mlatcl.github.io/gpss/slides/diagrams/kern/icm_covariance.gif\" style=\"width:100%; height:auto; display:block;\">\n",
"<img class=\"negate\" src=\"https://mlatcl.github.io/gpss/diagrams/kern/icm_covariance.gif\" style=\"width:100%; height:auto; display:block;\">\n",
"\n",
"Figure: <i>Intrinsic coregionalization model covariance function.</i>"
]
Expand Down Expand Up @@ -1033,7 +1035,7 @@
"- 100m, 200m, 400m\n",
"- In early years of olympics not all events run.\n",
"\n",
"<img class=\"\" src=\"https://mlatcl.github.io/gpss/slides/diagrams/ml/100m_final_start.jpg\" style=\"width:100%; height:auto; display:block;\">\n",
"<img class=\"\" src=\"https://mlatcl.github.io/gpss/diagrams/ml/100m_final_start.jpg\" style=\"width:100%; height:auto; display:block;\">\n",
"<small>Image from Wikimedia Commons <http://bit.ly/16kMKHQ> by [Darren\n",
"Wilkinson](https://www.staff.ncl.ac.uk/d.j.wilkinson/)</small>"
]
Expand Down Expand Up @@ -1189,7 +1191,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/datasets/olympic-sprint-data.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/datasets/olympic-sprint-data.svg\" class=\"\" width=\"80%\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Olympic sprint gold medal winning times from Rogers and\n",
"Girolami (2011).</i>\n",
Expand All @@ -1199,6 +1201,27 @@
"for example the women’s 400 m only started in 1964."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pods\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = pods.datasets.olympic_sprints()\n",
"X = data['X']\n",
"y = data['Y']"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down Expand Up @@ -1359,7 +1382,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/gp/olympic-sprint-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/gp/olympic-sprint-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Gaussian process fit to the Olympic Sprint data.</i>\n",
"\n",
Expand Down Expand Up @@ -1410,7 +1433,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/gp/olympic-sprint-lmc-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/gp/olympic-sprint-lmc-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Gaussian process fit to the Olympic Sprint data.</i>\n",
"\n",
Expand Down Expand Up @@ -1464,7 +1487,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://mlatcl.github.io/gpss/slides/diagrams/gp/olympic-sprint-icm-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"<img src=\"https://mlatcl.github.io/gpss/diagrams/gp/olympic-sprint-icm-gp.svg\" class=\"\" width=\"\" style=\"vertical-align:middle;\">\n",
"\n",
"Figure: <i>Gaussian process fit to the Olympic Sprint data.</i>\n",
"\n",
Expand Down
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