{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(resilience)=\n", "# Resilience 🗡️❤️💰\n", "\n", "\n", "\n", "
\n", " + Expand\n", " \n", "
\n", " \n", "
\n", " \n", "
\n", " \n", "
    \n", "
  • What makes for a suitable problem for AI (Demis Hassabis, Nobel Lecture)?\n", "
      \n", "
    • Space: Massive combinatorial search space
    • \n", "
    • Function: Clear objective function (metric) to optimize against
    • \n", "
    • Time: Either lots of data and/or an accurate and efficient simulator
    • \n", "
    \n", "
  • \n", "
  • Guess what else fits the bill (Yours truly, amateur philosopher)?\n", "
      \n", "
    • Space\n", "
        \n", "
      1. Intestines/villi
      2. \n", "
      3. Lungs/bronchioles
      4. \n", "
      5. Capillary trees
      6. \n", "
      7. Network of lymphatics
      8. \n", "
      9. Dendrites in neurons
      10. \n", "
      11. Tree branches
      12. \n", "
      \n", "
    • \n", "
    • Function\n", "
        \n", "
      1. Energy
      2. \n", "
      3. Aerobic respiration
      4. \n", "
      5. Delivery to \"last mile\" (minimize distance)
      6. \n", "
      7. Response time (minimize)
      8. \n", "
      9. Information
      10. \n", "
      11. Exposure to sunlight for photosynthesis
      12. \n", "
      \n", "
    • \n", "
    • Time\n", "
        \n", "
      1. Nourishment
      2. \n", "
      3. Gaseous exchange
      4. \n", "
      5. Oxygen & Nutrients (Carbon dioxide & \"Waste\")
      6. \n", "
      7. Surveillance for antigens
      8. \n", "
      9. Coherence of functions
      10. \n", "
      11. Water and nutrients from soil
      12. \n", "
      \n", "
    • \n", "
    \n", "
  • \n", "
\n", "
\n", "
\n", "
\n", "
\n", "

-- Nobel Prize in Chemistry, 2024

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\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1 \n", "height: 1 \n", "---\n", "_Reality is an Irony Maximizer_. What a piece of work is man! Response, nonself, bias, self, optimize. Pericentral, D-FPN, L-FPN, M-FPN, CIN — I think of CIN as “the dudes rug”, tying is all together for the sake of sanity and salience. But reality is an irony maximizer, absurdity reigns — it’s the secret behind the Coen brothers oeuvre. Give me an essay, paragraphs only, no vlbullets, interrogating this ideas\n", "```\n", "\n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network layers\n", "def define_layers():\n", " return {\n", " 'Suis': ['DNA, RNA, 5%', 'Peptidoglycans, Lipoteichoics', 'Lipopolysaccharide', 'N-Formylmethionine', \"Glucans, Chitin\", 'Specific Antigens'],\n", " 'Voir': ['PRR & ILCs, 20%'], \n", " 'Choisis': ['CD8+, 50%', 'CD4+'], \n", " 'Deviens': ['TNF-α, IL-6, IFN-γ', 'PD-1 & CTLA-4', 'Tregs, IL-10, TGF-β, 20%'], \n", " \"M'èléve\": ['Complement System', 'Platelet System', 'Granulocyte System', 'Innate Lymphoid Cells, 5%', 'Adaptive Lymphoid Cells'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['PRR & ILCs, 20%'], \n", " 'paleturquoise': ['Specific Antigens', 'CD4+', 'Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'], \n", " 'lightgreen': [\"Glucans, Chitin\", 'PD-1 & CTLA-4', 'Platelet System', 'Innate Lymphoid Cells, 5%', 'Granulocyte System'], \n", " 'lightsalmon': ['Lipopolysaccharide', 'N-Formylmethionine', 'CD8+, 50%', 'TNF-α, IL-6, IFN-γ', 'Complement System'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights\n", "def define_edges():\n", " return {\n", " ('DNA, RNA, 5%', 'PRR & ILCs, 20%'): '1/99',\n", " ('Peptidoglycans, Lipoteichoics', 'PRR & ILCs, 20%'): '5/95',\n", " ('Lipopolysaccharide', 'PRR & ILCs, 20%'): '20/80',\n", " ('N-Formylmethionine', 'PRR & ILCs, 20%'): '51/49',\n", " (\"Glucans, Chitin\", 'PRR & ILCs, 20%'): '80/20',\n", " ('Specific Antigens', 'PRR & ILCs, 20%'): '95/5',\n", " ('PRR & ILCs, 20%', 'CD8+, 50%'): '20/80',\n", " ('PRR & ILCs, 20%', 'CD4+'): '80/20',\n", " ('CD8+, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51',\n", " ('CD8+, 50%', 'PD-1 & CTLA-4'): '80/20',\n", " ('CD8+, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5',\n", " ('CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('CD4+', 'PD-1 & CTLA-4'): '20/80',\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('TNF-α, IL-6, IFN-γ', 'Complement System'): '80/20',\n", " ('TNF-α, IL-6, IFN-γ', 'Platelet System'): '85/15',\n", " ('TNF-α, IL-6, IFN-γ', 'Granulocyte System'): '90/10',\n", " ('TNF-α, IL-6, IFN-γ', 'Innate Lymphoid Cells, 5%'): '95/5',\n", " ('TNF-α, IL-6, IFN-γ', 'Adaptive Lymphoid Cells'): '99/1',\n", " ('PD-1 & CTLA-4', 'Complement System'): '1/9',\n", " ('PD-1 & CTLA-4', 'Platelet System'): '1/8',\n", " ('PD-1 & CTLA-4', 'Granulocyte System'): '1/7',\n", " ('PD-1 & CTLA-4', 'Innate Lymphoid Cells, 5%'): '1/6',\n", " ('PD-1 & CTLA-4', 'Adaptive Lymphoid Cells'): '1/5',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Complement System'): '1/99',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Platelet System'): '5/95',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Granulocyte System'): '10/90',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Innate Lymphoid Cells, 5%'): '15/85',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'): '20/80'\n", " }\n", "\n", "# Define edges to be highlighted in black\n", "def define_black_edges():\n", " return {\n", " ('CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('CD8+, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Adaptive Lymphoid Cells'): '20/80'\n", " }\n", "\n", "# Calculate node positions\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " black_edges = define_black_edges()\n", " \n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " # Create mapping from original node names to numbered labels\n", " mapping = {}\n", " counter = 1\n", " for layer in layers.values():\n", " for node in layer:\n", " mapping[node] = f\"{counter}. {node}\"\n", " counter += 1\n", " \n", " # Add nodes with new numbered labels and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " new_node = mapping[node]\n", " G.add_node(new_node, layer=layer_name)\n", " pos[new_node] = position\n", " node_colors.append(colors.get(node, 'lightgray'))\n", " \n", " # Add edges with updated node labels\n", " edge_colors = []\n", " for (source, target), weight in edges.items():\n", " if source in mapping and target in mapping:\n", " new_source = mapping[source]\n", " new_target = mapping[target]\n", " G.add_edge(new_source, new_target, weight=weight)\n", " edge_colors.append('black' if (source, target) in black_edges else 'lightgrey')\n", " \n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " edges_labels = {(u, v): d[\"weight\"] for u, v, d in G.edges(data=True)}\n", " \n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color=edge_colors,\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " nx.draw_networkx_edge_labels(G, pos, edge_labels=edges_labels, font_size=8)\n", " plt.title(\"OPRAH™: Medial\", fontsize=18)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Resources, Needs, Costs, Means, Ends_. This is an updated version of the script with annotations tying the neural network layers, colors, and nodes to specific moments in *Vita è Bella*, enhancing the connection to the film’s narrative and themes:\n", "```\n", "\n", "
\n", " \n", "\n", "\n", "\n", "
" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }