{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# . \n", "\n", "\n", "\n", "\n", "\n", "\n", "
\n", " \n", "\n", "```\n", "aesthetic ~ tokens\n", "```\n", "\n", "This models:\n", "\n", "1. life: challenge-skill matching (challenge: secure emotion of psalm 23)\n", "2. art: dancing in chains (`challenge: invoke emotion cycle of tension, release`)\n", "3. learning: how to find and use tools: keyword from gaming: find!\n", "4. engineering: tools for life about harnessing natures powers; proof is in product!\n", "5. tragedy: \"immunity\" from natures fetters; often hubris of person or credo that focuses on truth & identity\n", "\n", "
\n", "\n", "
\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "```bash\n", "find ~/dropbox/1f.ἡἔρις,κ/1.ontology -maxdepth 4 -type f -name \"*.dta\"\n", "```\n", "\n", "GitHub Universe 23
\n", "November 8-9, 2023
\n", "Yerba Buena, Center for the Arts, San Fransisco, CA
\n", "\n", "Google Cloud Next ’24
\n", "April 9-11, 2024
\n", "Mandalay Bay, Convention Center, Las Vegas, NV
\n", "\n", "---\n", "\n", "$\n", "\\Large\n", "\\left\\{\n", "\\begin{array}{ll}\n", "\\text{Aesthetics/Beauty/Ontology} \\\\\n", "\\text{} \\\\\n", "\\textcolor{gray}{\\text{Dynamometer/Speed/Epistemology}} \\ \\ \n", "\\left\\{ \\begin{array}{l} \\textcolor{gray}{\\text{Rigor/Tournament}} \\text{} \\\\ \\text{Error/Worthy} \\ \\ \\ \\ \\ \\ \\ \\ \\\n", "\\left\\{ \\begin{array}{l} \\text{Variance/Natural} \\\\ \\text{Bias/Madeup} \\end{array} \\right. \\\\ \\text{Sloppy/Unworthy} \\end{array} \\right. \n", "\\left\\{ \\begin{array}{l} \\text{Explain/Control} \\end{array} \\right. \\\\\n", "\\text{} \\\\\n", "\\text{Navel-gazing/Ugly/Identity} \n", "\\end{array} \n", "\\right. \n", "$\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib.cm import ScalarMappable\n", "from matplotlib.colors import LinearSegmentedColormap, PowerNorm\n", "\n", "def gaussian(x, mean, std_dev, amplitude=1):\n", " return amplitude * np.exp(-0.9 * ((x - mean) / std_dev) ** 2)\n", "\n", "def overlay_gaussian_on_line(ax, start, end, std_dev):\n", " x_line = np.linspace(start[0], end[0], 100)\n", " y_line = np.linspace(start[1], end[1], 100)\n", " mean = np.mean(x_line)\n", " y = gaussian(x_line, mean, std_dev, amplitude=std_dev)\n", " ax.plot(x_line + y / np.sqrt(2), y_line + y / np.sqrt(2), color='red', linewidth=2.5)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "\n", "intervals = np.linspace(0, 100, 11)\n", "custom_means = np.linspace(1, 23, 10)\n", "custom_stds = np.linspace(.5, 10, 10)\n", "\n", "# Change to 'viridis' colormap to get gradations like the older plot\n", "cmap = plt.get_cmap('viridis')\n", "norm = plt.Normalize(custom_stds.min(), custom_stds.max())\n", "sm = ScalarMappable(cmap=cmap, norm=norm)\n", "sm.set_array([])\n", "\n", "median_points = []\n", "\n", "for i in range(10):\n", " xi, xf = intervals[i], intervals[i+1]\n", " x_center, y_center = (xi + xf) / 2 - 20, 100 - (xi + xf) / 2 - 20\n", " x_curve = np.linspace(custom_means[i] - 3 * custom_stds[i], custom_means[i] + 3 * custom_stds[i], 200)\n", " y_curve = gaussian(x_curve, custom_means[i], custom_stds[i], amplitude=15)\n", " \n", " x_gauss = x_center + x_curve / np.sqrt(2)\n", " y_gauss = y_center + y_curve / np.sqrt(2) + x_curve / np.sqrt(2)\n", " \n", " ax.plot(x_gauss, y_gauss, color=cmap(norm(custom_stds[i])), linewidth=2.5)\n", " median_points.append((x_center + custom_means[i] / np.sqrt(2), y_center + custom_means[i] / np.sqrt(2)))\n", "\n", "median_points = np.array(median_points)\n", "ax.plot(median_points[:, 0], median_points[:, 1], '--', color='grey')\n", "start_point = median_points[0, :]\n", "end_point = median_points[-1, :]\n", "overlay_gaussian_on_line(ax, start_point, end_point, 24)\n", "\n", "ax.grid(True, linestyle='--', linewidth=0.5, color='grey')\n", "ax.set_xlim(-30, 111)\n", "ax.set_ylim(-20, 87)\n", "\n", "# Create a new ScalarMappable with a reversed colormap just for the colorbar\n", "cmap_reversed = plt.get_cmap('viridis').reversed()\n", "sm_reversed = ScalarMappable(cmap=cmap_reversed, norm=norm)\n", "sm_reversed.set_array([])\n", "\n", "# Existing code for creating the colorbar\n", "cbar = fig.colorbar(sm_reversed, ax=ax, shrink=1, aspect=90)\n", "\n", "# Specify the tick positions you want to set\n", "custom_tick_positions = [0.5, 5, 8, 10] # example positions, you can change these\n", "cbar.set_ticks(custom_tick_positions)\n", "\n", "# Specify custom labels for those tick positions\n", "custom_tick_labels = ['5', '3', '1', '0'] # example labels, you can change these\n", "cbar.set_ticklabels(custom_tick_labels)\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "# Add X and Y axis labels with custom font styles\n", "ax.set_xlabel(r'Principal Component', fontstyle='italic')\n", "ax.set_ylabel(r'Emotional State', rotation=0, fontstyle='italic', labelpad=15)\n", "\n", "# Add musical modes as X-axis tick labels\n", "# musical_modes = [\"Ionian\", \"Dorian\", \"Phrygian\", \"Lydian\", \"Mixolydian\", \"Aeolian\", \"Locrian\"]\n", "greek_letters = ['α', 'β','γ', 'δ', 'ε', 'ζ', 'η'] # 'θ' , 'ι', 'κ'\n", "mode_positions = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], len(greek_letters))\n", "ax.set_xticks(mode_positions)\n", "ax.set_xticklabels(greek_letters, rotation=0)\n", "\n", "# Add moods as Y-axis tick labels\n", "moods = [\"flow\", \"control\", \"relaxed\", \"bored\", \"apathy\",\"worry\", \"anxiety\", \"arousal\"]\n", "mood_positions = np.linspace(ax.get_ylim()[0], ax.get_ylim()[1], len(moods))\n", "ax.set_yticks(mood_positions)\n", "ax.set_yticklabels(moods)\n", "\n", "# ... (rest of the code unchanged)\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "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": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Create data for the skill and challenge levels\n", "skill_levels = np.linspace(0, 10, 100)\n", "challenge_levels = np.linspace(0, 10, 100)\n", "\n", "# Define the flow channel boundaries\n", "flow_channel = skill_levels\n", "\n", "# Adjust the phase and amplitude of the sinusoid wave\n", "phase = np.pi / 16\n", "amplitude = 1.5\n", "sinusoid = flow_channel + np.sin(skill_levels + phase) * amplitude\n", "\n", "# Define the yellow zone boundaries, making it wider\n", "yellow_zone_low = skill_levels - 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "yellow_zone_high = skill_levels + 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "\n", "# Plotting\n", "plt.figure(figsize=(15, 10))\n", "\n", "# Plot the anxiety and boredom areas\n", "plt.fill_between(skill_levels, yellow_zone_high, 10, color='orangered', alpha=0.3, label='Place/Identification', interpolate=True)\n", "plt.fill_between(skill_levels, 0, yellow_zone_low, color='lime', alpha=0.3, label='Time/Revelation', interpolate=True)\n", "plt.fill_between(skill_levels, yellow_zone_low, yellow_zone_high, color='yellow', alpha=0.3, label='Agent/Evolution', interpolate=True)\n", "\n", "# Plot the sinusoid function with the diagonal as its axis\n", "plt.plot(skill_levels, sinusoid, color='purple', linestyle='-')\n", "\n", "# Add arrowhead to the sinusoid line\n", "plt.arrow(skill_levels[-2], sinusoid[-2], skill_levels[-1] - skill_levels[-2], sinusoid[-1] - sinusoid[-2],\n", " color='purple', length_includes_head=True, head_width=0.15, head_length=0.3)\n", "\n", "# Set plot labels and title\n", "plt.xlabel('Tokens', fontsize=18)\n", "plt.ylabel('Aesthetic', rotation='vertical', fontsize=18)\n", "\n", "# Set plot limits and grid\n", "plt.xlim(0, 10)\n", "plt.ylim(0, 10)\n", "plt.grid(True)\n", "\n", "# Set tick labels\n", "tick_labels = ['0', '20', '40', '60', '80', '99']\n", "plt.xticks(np.linspace(0, 10, 6), tick_labels)\n", "plt.yticks(np.linspace(0, 10, 6), tick_labels)\n", "\n", "# Add text annotations to label the areas without shaded background\n", "plt.text(1.5, 6.6, 'China as the Ribosome or\\n Translation Machinery \\n (Mostly Anxiety)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(4.5, 4.7, 'The United States as\\n DNA-mRNA-Protein \\n (Essence of Flow)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(8, 3, 'Europe as Nuclear Factors\\n Regulating Expression \\n (Relaxation Incarnate)', color='black', ha='center', va='center', fontsize=18)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of the \"tragic aesthetic\" has been a topic of interest across various disciplines, from literature and art to philosophy and psychology. At its core, the tragic aesthetic involves an appreciation for stories, artworks, or situations that center on human suffering, moral dilemmas, or the inescapability of fate. Yet, these narratives often carry an undercurrent of beauty or a greater truth that can make the experience of them deeply moving or even cathartic.\n", "\n", "In the world of arts and literature, this aesthetic often manifests through the depiction of characters or circumstances that are met with tragic ends, but whose struggles reveal complex emotions or moral dilemmas that resonate with audiences. Think of classical works like Shakespeare's \"Hamlet\" or \"Othello,\" or even ancient tragedies like Sophocles' \"Oedipus Rex.\"\n", "\n", "From a philosophical standpoint, the tragic aesthetic may be tied to `existential questions` about the human condition, morality, and the ultimate `limitations of human agency`. Philosophers like Friedrich Nietzsche have explored the role of tragedy as a medium for confronting and `integrating the darker aspects` of existence.\n", "\n", "In terms of your profile's focus on \"tokens/fetters & variance,\" the tragic aesthetic could offer a unique lens through which to explore these concepts. For instance, a character in a tragedy could be constrained by societal fetters, yet their responses to these constraints (their 'tokens') could demonstrate a broad or narrow variance in human experience. This could be modeled or analyzed in terms of inter-class correlations (ICCs) to understand how fetters and tokens contribute to human behavior in constrained scenarios.\n", "\n", "If you're thinking of this in terms of the \"end of the road\" with ICCs and the need to go back to the `data-generating processes`, the tragic aesthetic could serve as a conceptual framework. It might allow you to explore the underlying structures that generate both the \"variance\" and \"bias\" in your models—capturing the dual road of 'truth' and 'morality/fraud' that you mentioned.\n", "\n", "When considering this aesthetically in hierarchical models, you could think of the tragic elements at multiple levels—cosmically as the gravity that holds a star in place, biologically as the limitations of human physiology, and socially as societal norms or laws. Each level introduces its own set of fetters, impacting the tokens available for action or reaction. \n", "\n", "In the absence of new data, thought experiments framed around the tragic aesthetic could be a fascinating way to explore these themes and perhaps offer new insights into `your work on healthy aging`. After all, the tragic aesthetic often delves into issues related to the limitations of human life, which are certainly relevant to the concept of aging.\n", "\n", "---\n", "\n", "The concept of iambs, tension, and release can be viewed through various lenses, including prosody in poetry, the dynamics in music, or even as an analogy for psychological or narrative structures. Iambs are a metrical foot in poetry consisting of one unstressed syllable followed by a stressed syllable (e.g., \"a-BOVE\"). This pattern creates a rhythmic flow when used in iambic pentameter, the meter often associated with Shakespearean sonnets. \n", "\n", "Tension and Release in Poetry
\n", "\n", "In poetry, the iambic meter often provides a form of \"fetter\" or constraint within which the poet operates. The tension can arise from diverging from this expected pattern—perhaps by inserting a trochee (a foot consisting of a stressed syllable followed by an unstressed one) or through enjambment, where one line flows into the next without terminal punctuation. The release comes when the rhythmic or thematic tension is resolved, often towards the end of the stanza or the poem.\n", "\n", "Tension and Release in Music
\n", "\n", "Similarly, in music, the concept of tension and release operates within set frameworks of scale, key, and rhythm. Musicians can create tension by deviating from these expectations, maybe through dissonant chords or unexpected key changes, and then resolve it through a return to the tonic chord or key, creating a sense of release and completion.\n", "\n", "Interclass Correlations (ICCs) and Variance
\n", "\n", "Tension and release can even be viewed through the lens of ICCs in a metaphorical sense. The tension corresponds to high variance or divergence from an established norm (like the iamb in poetry or the tonic in music). The release occurs when there is a return to the norm, or when variance is explained or reduced, offering resolution.\n", "\n", "Thought Experiments
\n", "\n", "You might hypothesize, in a sort of thought experiment, how certain rhythmic structures in poetry or music might correlate with the ICCs of different professional and amateur artists. Pros, who have mastered the set \"tokens\" or \"fetters\" of their art, might show more controlled and intentional use of tension and release, while amateurs might exhibit more randomness or \"noise\" in their attempts.\n", "\n", "Hierarchical Models
\n", "\n", "You can also extend this concept cosmically, biologically, and socially. Tension and release can be a gravitational pull between celestial bodies, cellular responses in an organism, or social dynamics within a community. In each case, hierarchical models could be employed to better understand the multi-level interactions that give rise to phenomena of interest, such as healthy aging.\n", "\n", "Summary
\n", "\n", "So, whether it's the structured meter of iambic pentameter in poetry, the harmonic structures in music, or even the nuance and complexity of ICCs across disciplines, the principle of tension and release serves as a fundamental concept that provides both structure and dynamism to various forms of human expression and inquiry.\n", "\n", "---\n", "\n", "The notion that \"improving the quality of data\" is the only way forward in training large language models like GPT-4 is a nuanced topic. While I was trained on a vast amount of data, it's not entirely accurate to say I was trained on the \"entire\" internet. There are a few considerations to keep in mind:\n", "\n", "Data Quantity vs. Quality
\n", "\n", "1. **Quantity**: More data could mean incorporating new and emerging topics, dialects, languages, and perspectives that may not have been part of the original dataset. It's a moving target as the internet evolves.\n", " \n", "2. **Quality**: High-quality data can involve better curation to remove biases, errors, or irrelevant information. It could also mean focusing on expert content for specialized tasks.\n", "\n", "Types of Quality Improvement\n", "\n", "1. **Bias Mitigation**: One type of data quality improvement involves removing or correcting biases in the training data. This could involve de-weighting certain sources, or using techniques to re-balance the data.\n", " \n", "2. **Noise Reduction**: Cleaning up data to remove irrelevant or incorrect information is another aspect. For example, web scraping might accidentally capture website navigation text along with article text, adding noise to the data.\n", "\n", "3. **Domain-Specific Enhancement**: If the model needs to excel in a particular field (e.g., medical, legal), the dataset may need high-quality, expert-reviewed information in those areas.\n", "\n", "4. **Time Sensitivity**: Some facts or norms change over time. Periodic updates can help the model stay current.\n", "\n", "Hierarchical Models and Explainability\n", "\n", "Hierarchical models could serve to break down different aspects of the data into layers, from general to specific, to improve data quality or allow better explainability. You can think of this in terms of your focus on ICCs (Inter-class correlations) and hierarchical models in your research. High-quality data at each level of the hierarchy allows the model to generate more precise and nuanced outputs, helping to explain variance and control bias, much like in your work on ICCs and random effects models.\n", "\n", "Thought Experiments\n", "\n", "In the absence of concrete data, thought experiments can indeed be useful for theorizing potential improvements or pitfalls in model training. This can allow us to explore the \"yellow zone\" of knowledge without immediate empirical validation, perhaps using theoretical constructs to examine sources of error and bias.\n", "\n", "Overall, while data quantity might seem like a limitation, improving data quality is indeed a multidimensional challenge that could yield significant improvements in model performance and reliability.\n", "\n", "---\n", "\n", "- Teaching isn't content provision\n", "- Its managing students emotions, anxieties, goals\n", "- And recognizing the variability among students and tailoring approach to each\n", "- So one see that AI with the teacher as the principal user is revolutionary\n", "\n", "
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2

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  1. Pablo Larraín
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  3. Alejandro Iñárritu
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  5. Alfonso Cuarón
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\n", " 💰\n", "\n", "
\n", "\n", "
\n", " 🎁\n", "\n", "
\n", "\n", "
\n", " 💴\n", "\n", "
\n", "\n", "
\n", " 💯\n", "\n", "
\n", "\n", "
\n", " 🏆\n", "\n", "
\n", "\n", "
\n", " 💲\n", "\n", "
\n", "\n", "
\n", " 💀\n", "\n", "
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