From 76b330da11fc4cf963ffee0f31bf3ffadc1b31eb Mon Sep 17 00:00:00 2001
From: Arthur Grisel-Davy <agriseld@uwaterloo.ca>
Date: Tue, 10 Sep 2024 09:47:59 -0400
Subject: [PATCH] update

---
 PhD/seminar/images/equation.svg    |  112 +-
 PhD/seminar/images/equation_2.svg  |    6 +-
 PhD/seminar/images/equation_3.svg  |   59 +
 PhD/seminar/images/model.svg       | 2052 ++++++++++++++++++++++++++++
 PhD/seminar/images/model_1.svg     |  546 ++++++++
 PhD/seminar/images/model_2.svg     |  354 +++++
 PhD/seminar/images/model_3.svg     |  402 ++++++
 PhD/seminar/images/processes.svg   |  127 +-
 PhD/seminar/images/processes_5.svg |   69 +-
 PhD/seminar/images/processes_6.svg |   24 +
 PhD/seminar/seminar.typ            |    7 +
 11 files changed, 3671 insertions(+), 87 deletions(-)
 create mode 100644 PhD/seminar/images/equation_3.svg
 create mode 100644 PhD/seminar/images/model.svg
 create mode 100644 PhD/seminar/images/model_1.svg
 create mode 100644 PhD/seminar/images/model_2.svg
 create mode 100644 PhD/seminar/images/model_3.svg

diff --git a/PhD/seminar/images/equation.svg b/PhD/seminar/images/equation.svg
index ebbdd10..7c1b831 100644
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new file mode 100644
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(56.609174,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(67.295375,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(77.981575,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(88.667775,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
+       id="path647"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(99.353975,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
+       id="path648"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(110.04018,244.23057)"
+       style="display:none;fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
+       id="path649"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><text
+       xml:space="preserve"
+       style="font-weight:600;font-size:7.4814px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';text-align:start;text-anchor:start;fill:#999999;fill-opacity:1;stroke:none;stroke-width:1.06592;stroke-linecap:round;stroke-opacity:1;font-style:normal;font-stretch:normal;font-variant:normal;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal"
+       x="165.24072"
+       y="19.114529"
+       id="text649"><tspan
+         sodipodi:role="line"
+         style="text-align:start;text-anchor:start;fill:#999999;stroke:none;stroke-width:1.06592;-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-family:'STIX Two Text';font-weight:600;font-style:normal;font-stretch:normal;font-variant:normal;font-size:7.48139997px;font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal"
+         x="165.24072"
+         y="19.114529"
+         id="tspan649">power</tspan></text><path
+       style="fill:none;stroke:#666666;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#RoundedArrow)"
+       d="m 679.38168,87.40122 244.92796,0"
+       id="path650"
+       transform="matrix(0.26458333,0,0,0.26458333,-94.048355,6.614584)"
+       sodipodi:nodetypes="cc" /><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:9.05556px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';fill:#666666;stroke:none;stroke-width:1.2902;stroke-linecap:round;stroke-dasharray:none"
+       x="94.670311"
+       y="43.328915"
+       id="text650"><tspan
+         sodipodi:role="line"
+         id="tspan650"
+         style="fill:#666666;stroke:none;stroke-width:1.2902"
+         x="94.670311"
+         y="43.328915">Regression</tspan></text><path
+       style="fill:none;stroke:#666666;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#RoundedArrow)"
+       d="m 31.876376,420.53516 889.590554,0"
+       id="path651"
+       transform="matrix(0.26458333,0,0,0.26458333,-94.870827,-26.497851)"
+       sodipodi:nodetypes="cc" /><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:45.6574;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-111.03604"
+       y="37.181789"
+       id="text651"
+       transform="rotate(-30,-29.640686,-7.9421979)"><tspan
+         x="-111.03604"
+         y="37.181789"
+         id="tspan1">Linear </tspan><tspan
+         x="-111.03604"
+         y="47.655765"
+         id="tspan2">Regression</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:44.532;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text652"
+       transform="rotate(-30,-60.042572,-76.448604)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan3">Decision </tspan><tspan
+         x="-91.41066"
+         y="87.037433"
+         id="tspan4">Tree</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:44.0481;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text653"
+       transform="rotate(-30,-29.521333,-189.797)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan5">Gradient </tspan><tspan
+         x="-91.41066"
+         y="87.037433"
+         id="tspan6">Boost</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:67.0781;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text654"
+       transform="rotate(-30,16.55932,-295.04469)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan7">XGBoost</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:67.0781;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text655"
+       transform="matrix(1.4112607,0,0,1.4112607,289.93184,-22.993765)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan8">MLP</tspan></text><path
+       style="fill:none;stroke:#cccccc;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none"
+       d="m 811.64944,154.50256 v 15.41639"
+       id="path655"
+       transform="matrix(0.26458333,0,0,0.26458333,-96.837502,5.0781698)"
+       sodipodi:nodetypes="cc" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none"
+       d="m 1087.9791,244.70654 v -74.78759 l -1058.211521,0 v 64.52734"
+       id="path656"
+       transform="matrix(0.26458333,0,0,0.26458333,-96.837502,5.0781698)"
+       sodipodi:nodetypes="cccc" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none"
+       d="m 811.64944,144.91467 0,25.00428"
+       id="path657"
+       transform="matrix(0.26458333,0,0,0.26458333,-42.185476,48.396542)"
+       sodipodi:nodetypes="cc" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:3.77953;stroke-linecap:round;stroke-dasharray:none"
+       d="M 1087.9791,244.70654 V 169.91895 H 29.767579 v 64.52734"
+       id="path658"
+       transform="matrix(0.26458333,0,0,0.26458333,-96.837502,48.396542)"
+       sodipodi:nodetypes="cccc" /><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-74.359612"
+       y="109.97523"
+       id="text658"><tspan
+         sodipodi:role="line"
+         id="tspan658"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="-74.359612"
+         y="109.97523">MLP vs KAN</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-24.23695"
+       y="128.89384"
+       id="text659"><tspan
+         sodipodi:role="line"
+         id="tspan659"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="-24.23695"
+         y="128.89384"># of layers</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="12.553628"
+       y="109.34305"
+       id="text660"><tspan
+         sodipodi:role="line"
+         id="tspan660"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="12.553628"
+         y="109.34305"># of neurones</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="62.094627"
+       y="129.43719"
+       id="text661"><tspan
+         sodipodi:role="line"
+         id="tspan661"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="62.094627"
+         y="129.43719"># of neurones</tspan></text></g></svg>
diff --git a/PhD/seminar/images/model_1.svg b/PhD/seminar/images/model_1.svg
new file mode 100644
index 0000000..330937f
--- /dev/null
+++ b/PhD/seminar/images/model_1.svg
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan730"
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+         x="559.59821"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan732"
+         style="stroke-width:0.5"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan733"
+         style="stroke-width:0.5"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+       id="text734"><tspan
+         id="tspan734"
+         style="stroke-width:0.5"
+         x="612.97296"
+         y="31.95389">0</tspan></text><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan735"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan736"
+         style="stroke-width:0.5"
+         x="655.97052"
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+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+         id="tspan737"
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+         x="634.34552"
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+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
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+       id="text738"><tspan
+         id="tspan738"
+         style="stroke-width:0.5"
+         x="591.85333"
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+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
+       x="527.67999"
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+       id="text739"><tspan
+         id="tspan739"
+         style="stroke-width:0.5"
+         x="527.67999"
+         y="31.95389">0</tspan></text><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
+       x="581.22345"
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+       id="text740"><tspan
+         id="tspan740"
+         style="stroke-width:0.5"
+         x="581.22345"
+         y="31.95389">0</tspan></text><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
+       x="688.25372"
+       y="31.95389"
+       id="text741"><tspan
+         id="tspan741"
+         style="stroke-width:0.5"
+         x="688.25372"
+         y="31.95389">2</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.4814px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;text-align:start;text-anchor:start;fill:#999999;fill-opacity:1;stroke:none;stroke-width:1.06592;stroke-linecap:round;stroke-opacity:1"
+       x="523.62903"
+       y="19.114529"
+       id="text742"><tspan
+         style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.4814px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;text-align:start;text-anchor:start;fill:#999999;stroke:none;stroke-width:1.06592"
+         x="523.62903"
+         y="19.114529"
+         id="tspan742">processes</tspan></text><rect
+       style="fill:#e6e6e6;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
+       id="rect742"
+       width="28.635475"
+       height="10.686203"
+       x="770.38318"
+       y="24.396391" /><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:7.01871px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:start;text-anchor:start;fill:#666666;fill-opacity:1;stroke:none;stroke-width:0.499999;stroke-linecap:round;stroke-dasharray:none;stroke-opacity:1"
+       x="779.60901"
+       y="31.95038"
+       id="text743"><tspan
+         id="tspan743"
+         style="stroke-width:0.5"
+         x="779.60901"
+         y="31.95038">657</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.4814px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;text-align:start;text-anchor:start;fill:#999999;fill-opacity:1;stroke:none;stroke-width:1.06592;stroke-linecap:round;stroke-opacity:1"
+       x="777.37823"
+       y="19.114529"
+       id="text744"><tspan
+         style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.4814px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;text-align:start;text-anchor:start;fill:#999999;stroke:none;stroke-width:1.06592"
+         x="777.37823"
+         y="19.114529"
+         id="tspan744">power</tspan></text><path
+       style="fill:none;stroke:#666666;stroke-width:1;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#RoundedArrow)"
+       d="m 697.84221,29.73949 h 64.80385"
+       id="path744" /><text
+       xml:space="preserve"
+       style="font-weight:bold;font-size:9.05556px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';fill:#666666;stroke:none;stroke-width:1.2902;stroke-linecap:round;stroke-dasharray:none"
+       x="706.8078"
+       y="43.328915"
+       id="text745"><tspan
+         id="tspan745"
+         style="fill:#666666;stroke:none;stroke-width:1.2902"
+         x="706.8078"
+         y="43.328915">Regression</tspan></text><path
+       style="fill:none;stroke:#666666;stroke-width:1;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#RoundedArrow)"
+       d="M 525.70063,84.768742 H 752.97306"
+       id="path745" /><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:45.6574;display:inline;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-111.03604"
+       y="37.181789"
+       id="text746"
+       transform="rotate(-30,276.42806,-1150.2063)"><tspan
+         x="-111.03604"
+         y="37.181789"
+         id="tspan1">Linear </tspan><tspan
+         x="-111.03604"
+         y="47.655765"
+         id="tspan2">Regression</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:44.532;display:inline;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text747"
+       transform="rotate(-30,246.02618,-1218.7127)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan3">Decision </tspan><tspan
+         x="-91.41066"
+         y="87.037433"
+         id="tspan4">Tree</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:44.0481;display:inline;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text748"
+       transform="rotate(-30,276.54741,-1332.0611)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan5">Gradient </tspan><tspan
+         x="-91.41066"
+         y="87.037433"
+         id="tspan6">Boost</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:67.0781;display:inline;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text749"
+       transform="rotate(-30,322.62806,-1437.3088)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan7">XGBoost</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;white-space:pre;inline-size:67.0781;display:inline;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="-91.41066"
+       y="76.563454"
+       id="text750"
+       transform="matrix(1.4112607,0,0,1.4112607,891.25925,-22.993765)"><tspan
+         x="-91.41066"
+         y="76.563454"
+         id="tspan8">NN/MLP</tspan></text><path
+       style="fill:none;stroke:#cccccc;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       d="m 730.0489,45.956972 v 4.078919"
+       id="path750" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       d="M 803.16112,69.823441 V 50.035891 H 523.17599 V 67.10875"
+       id="path751" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       d="m 784.70093,86.738548 v 6.615716"
+       id="path752" /><path
+       style="fill:none;stroke:#cccccc;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       d="M 803.16112,113.14181 V 93.354264 H 523.17599 v 17.072856"
+       id="path753" /><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="533.39374"
+       y="109.97523"
+       id="text753"><tspan
+         id="tspan753"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="533.39374"
+         y="109.97523">MLP vs KAN</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="583.51636"
+       y="128.89384"
+       id="text754"><tspan
+         id="tspan754"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="583.51636"
+         y="128.89384"># of layers</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="620.30695"
+       y="109.34305"
+       id="text755"><tspan
+         id="tspan755"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="620.30695"
+         y="109.34305"># of neurones</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="669.84796"
+       y="129.43719"
+       id="text756"><tspan
+         id="tspan756"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="669.84796"
+         y="129.43719"># of neurones</tspan></text><text
+       xml:space="preserve"
+       style="font-style:normal;font-variant:normal;font-weight:600;font-stretch:normal;font-size:7.48141px;line-height:1.4;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Semi-Bold';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-variant-east-asian:normal;fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       x="725.47882"
+       y="109.34305"
+       id="text757"><tspan
+         id="tspan757"
+         style="fill:#666666;stroke:none;stroke-width:1"
+         x="725.47882"
+         y="109.34305">access to old samples</tspan></text><path
+       style="fill:#666666;stroke:none;stroke-width:1;stroke-linecap:round;stroke-dasharray:none"
+       d="M 524.07386,24.396389 515.29999,6.614584"
+       id="path757" /></g></svg>
diff --git a/PhD/seminar/images/processes.svg b/PhD/seminar/images/processes.svg
index a6f214b..389768c 100644
--- a/PhD/seminar/images/processes.svg
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-     inkscape:zoom="1.0141844"
-     inkscape:cx="3756.7134"
-     inkscape:cy="121.77273"
+     inkscape:zoom="0.5070922"
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+       id="path9"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><text
        xml:space="preserve"
        style="font-weight:bold;font-size:7.01871px;font-family:'STIX Two Text';-inkscape-font-specification:'STIX Two Text, Bold';text-align:center;text-anchor:middle;fill:#808080;stroke-width:1;stroke-linecap:round"
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@@ -155,4 +212,10 @@
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        style="fill:none;stroke:#808080;stroke-width:1;stroke-linecap:round"
        d="m 1146.8423,24.778415 v 57.4344 h 17.8154"
-       id="path414" /></g></svg>
+       id="path414" /><path
+       style="fill:none;stroke:#666666;stroke-width:0.499999;stroke-linecap:round;marker-end:url(#RoundedArrow)"
+       d="m 1291.522,57.281678 h 69.6863 v 41.520881"
+       id="path16" /><path
+       style="fill:none;stroke:#666666;stroke-width:0.499999;stroke-linecap:round;marker-end:url(#RoundedArrow)"
+       d="m 1301.1666,91.111882 h 39.7603 v 7.690677"
+       id="path17" /></g></svg>
diff --git a/PhD/seminar/images/processes_6.svg b/PhD/seminar/images/processes_6.svg
index 2165df0..ad39a04 100644
--- a/PhD/seminar/images/processes_6.svg
+++ b/PhD/seminar/images/processes_6.svg
@@ -131,6 +131,30 @@
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        d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z"
        transform="translate(1524.5248,4.147624)" /><path
+       transform="translate(1459.9627,25.654032)"
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+       id="path10"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(1470.6489,25.654032)"
+       style="display:none;fill:none;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(1481.3351,25.654032)"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(1492.0213,25.654032)"
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+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
+       transform="translate(1502.7075,25.654032)"
+       style="display:none;fill:none;fill-opacity:1;stroke:#666666;stroke-width:0.679818;stroke-linecap:round;stroke-opacity:1"
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+       transform="translate(1513.3937,25.654032)"
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+       id="path15"
+       d="m -27.226713,69.269402 h 10.6862 v 10.6862 h -10.6862 z" /><path
        transform="translate(1535.211,4.147624)"
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diff --git a/PhD/seminar/seminar.typ b/PhD/seminar/seminar.typ
index 70fb8d0..c816bf4 100644
--- a/PhD/seminar/seminar.typ
+++ b/PhD/seminar/seminar.typ
@@ -122,6 +122,13 @@ Power is:
 #slide(title:"Proposed Approach")[
 #only(1)[#align(center)[#image("images/equation_1.svg", width:100%)]]
 #only(2)[#align(center)[#image("images/equation_2.svg", width:100%)]]
+#only(3)[#align(center)[#image("images/equation_3.svg", width:100%)]]
+]
+
+#slide(title:"Proposed Approach - model")[
+#only(1)[#align(center)[#image("images/model_1.svg", width:100%)]]
+#only(2)[#align(center)[#image("images/model_2.svg", width:100%)]]
+#only(3)[#align(center)[#image("images/model_3.svg", width:100%)]]
 ]
 
 #slide(title:"Evaluation")[