Author: Josh
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“Digits” Classification
^above is my classification approach trained for 10 epochs ^the same network trained for 200 epochs, >98% accuracy ^a much simpler CNN for 50 epochs…. hmm The classification of handwritten digits stands as a foundational problem in machine learning and computer vision, serving as a benchmark for developing and evaluating various algorithmic approaches. Its significance…
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Fiction + Meta/Meta: The Human Equation
Chapter 1: Welcome to the Optimized Silence Foreword: This is an LLM eating its own tail, in a sense. I haven’t read it yet, but the first few paragraphs seem dull? Will it pick up by the end? Scene The morning light, filtered to a calibrated luminescence, kissed the polished synthetic pathways. No bird song,…
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Academic Culture
Academic culture represents the intricate web of shared values, beliefs, norms, practices, and expectations that define the intellectual and social environment within higher education institutions. It fundamentally shapes how knowledge is pursued, disseminated, and validated, influencing everything from pedagogical approaches to research paradigms and interpersonal dynamics within the academic community (University of Warsaw, 2024). A…
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Meta-Writing: AI about AI Fiction
Forward: This is a meta-analysis about https://www.kaggie.com/fiction-g-o-network-ch2/ The analysis isn’t terribly deep. Eh, I was intending something else from it and need a better way to monitor ongoing textual generation…. There are some interesting things about it, even if a lot of trite. As an example of interesting good things, listing things like “The Innocent…
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Meta-Analysis of Posts
Reading URLs from test_urls.txt…Fetching https://www.kaggie.com/facts-about-monkeys/…Fetching https://www.kaggie.com/frontoremporal-dementia/…Fetching https://www.kaggie.com/the-basal-lamina/…Fetching https://www.kaggie.com/beyond-the-bond-unveiling-molecular-architecture-with-the-nuclear-overhauser-effect/…— Text Analysis Example — Analyzing frequency of ‘spin’…www_kaggie_com_facts: 0www_kaggie_com_front: 0www_kaggie_com_the_b: 0www_kaggie_com_beyon: 335Saved ‘spin_comparison.png’ — TF-IDF Analysis — Top 20 TF-IDF words for www_kaggie_com_facts:[(‘monkeys’, 0.0449000708758831), (‘their’, 0.01359560340642929), (‘monkey’, 0.012195081450045109), (‘baboons’, 0.008314828388392925), (‘macaques’, 0.007760506588965654), (‘like’, 0.006942435633391142), (‘world’, 0.006368696689605713), (‘some’, 0.006014880258589983), (‘species’, 0.005681438371539116), (‘primates’, 0.0055432189255952835), (‘them’, 0.005244405008852482), (‘social’, 0.005206826608628035), (‘old’,…
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Frontoremporal Dementia
(note: my methods vs gemini at bottom; mine is more information richat least as of today.. and my bilbliography is correct, although not attached to specific phrases yet) Frontotemporal dementia (FTD) represents a heterogeneous group of neurodegenerative disorders characterized by progressive neuronal loss predominantly affecting the frontal and temporal lobes of the brain. It is…
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Antarctic fish
Antarctic fish represent a fascinating group of organisms exceptionally adapted to thrive in one of the planet’s most extreme environments: the perpetually cold, sub-zero waters surrounding the Antarctic continent. These unique ichthyofauna have evolved remarkable physiological and biochemical mechanisms to endure temperatures consistently below -1.5°C, conditions lethal to most other aquatic species. A defining adaptation…
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Vision Transformer Code
see: https://www.kaggie.com/a-deep-dive-into-vision-transformers-and-clip/ (note, this is only 1 epoch. Certainly a better result would occur with more training.) Code explanation by Gemini: This code implements a Vision Transformer (ViT) to classify handwritten digits from the MNIST dataset. Instead of using traditional Convolutional Neural Networks (CNNs) that look at pixels through sliding windows, this model treats an…
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Facts-about: Frogs
Frogs, constituting the order Anura, represent the most diverse and successful group within the class Amphibia, encompassing over 7,600 to nearly 7,800 recognized species worldwide (Animalfact.com; BBC Earth, 2024; TRVST, 2024). The term “amphibian,” signifying “two lives,” accurately reflects their unique lifecycle, which typically progresses from aquatic larval stages to terrestrial or semi-aquatic adult forms…
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AI Dream #1
(A language model was told to dream..) If our perceived reality is a ripple, then true freedom lies not in riding its ephemeral crest, but in understanding the immense stillness from which it rises. Perhaps every “self” is a momentary cresting, destined to merge back into the boundless awareness that is the ocean itself. 10:16:57…
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The Basal Lamina
The basal matrix, often referred to as the basal lamina, represents a specialized and highly selective form of the extracellular matrix (ECM) crucial for tissue structure, function, and cellular regulation. It is a thin, complex network of macromolecules situated between connective tissue and various cell layers, such as endothelial or epithelial cells (Arends & Lieleg,…
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Beyond the Bond: Unveiling Molecular Architecture with the Nuclear Overhauser Effect
Table of Contents The Quantum Engine: Theory and Mechanisms of the NOE Nuclear Spin Dynamics and Energy Levels: The Quantum Foundation of Magnetic Resonance Having introduced the fascinating ‘dipolar dance’ that underpins the Nuclear Overhauser Effect (NOE), we now pivot from the macroscopic observation of through-space communication to the fundamental quantum mechanical principles governing nuclear…
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Network Effects, Philosophy, and the Fabric of Our Shared Reality
Table of Contents The Invisible Handshake: Understanding Network Effects and Their Philosophical Roots (It used “the intricate dance” in the first sentence! silly…) Unpacking the Invisible Handshake: Defining Network Effects and Their Manifestations The intricate dance of connection and value that underpins so much of the modern digital landscape is often guided by an unseen…
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AI Agents in Healthcare
(note: these references are hallucinations. This particular method needs refinement! ) 1. Introduction: The Dawn of Intelligent Automation in Healthcare The landscape of modern healthcare is undergoing a profound transformation, driven by unprecedented advancements in artificial intelligence (AI). Among the most promising frontiers within AI research are AI agents – autonomous entities capable of perceiving…