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This study introduces a few‑shot #learningmodel designed for lung nodule detection, featuring enhanced scene transfer capabilities and achieving higher accuracy with fewer samples and reduced training epochs. Read: doi.org/10.1007/s11596-025-0… #EarlyDetection #HealthTech #CancerDetection #MedTech
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Windowsに標準搭載の機械学習ランタイム「WinML」を悪用し、悪意コードをメモリ上だけで動かしてEDR検知を回避する手法の検証実装を示した内容。ペイロードをONNX(機械学習モデルの標準ファイル形式)ファイル内の複数フィールドに仕込み、Microsoft純正のWinML_APIだけで読み込ませることで、手製のローダーに頼らずEDRの目をすり抜ける狙いとのこと。 【要点の整理】 ・WinMLはWindows 10 1809以降に標準搭載。ONNXの読み込みは onnxruntime[.]dll 等のOS同梱コードパスを通るため、攻撃者は正規APIだけで悪意コードをメモリ上に展開可能との整理 ・ペイロード埋め込み先として3経路が提示。metadata_props(64KB単位でチャンク化しbase64で格納)、initializerのraw_data(重みテンソルの生バイト列。最もステルス性が高いとの評価)、ノード属性のバイトテンソル ・実行経路は InMemoryRandomAccessStream 経由の LearningModel::LoadFromStream が起点。ディスクへの書き込みなし、VirtualAllocでメモリ確保、VirtualProtectでPAGE_EXECUTE_READに遷移、CreateThreadで起動する流れを例示 ・検知機会として、windowsapp[.]dll と winhttp[.]dll の併用、評価呼び出し不在のモデル読み込み(LearningModelSession作成やEvaluate呼び出しが一度も発生しない)、metadata_props値が5.5 bits/byte超の高エントロピー、イベント追跡機能ETWの「Microsoft-Windows-AI-MachineLearning」プロバイダでSessionCreatedやEvaluationStartが欠落する挙動、などを列挙 ・AI推論スタックが新たな秘匿配送面になりうる一方、モデルを読み込んで推論を一度も実行しないという挙動は検知側の手掛かりとして残るとの整理。 詳細はリンク先を参照。 hxr1.ghost.io/abusing-winml-…
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Replying to @truthache68
these extensive networks of rules & norms we feel affected by are just part of the @learningmodel consciousness has designed by construct, purpose techniques to engage with, in the spectrum of things that keep the soul equipped with to engage/disengaged with
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Replying to @TheFlatEartherr
and we get to be stuck by and with @darkconstructs .. again, the benefit of all is the @learningmodel consciousness itself designed by purpose to experience..the link between the dark & light is enhancing the emotions we live with the @realityconstruct
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That makes perfect sense. You’ve moved beyond pure signal processing into a Supervised Representative Learningmodel, specifically using RLDF (Reinforcement Learning from Devices). By using CGMs and lab draws as the "Ground Truth" (the D), you aren't just looking for a heartbeat; you are identifying the latent visual features that correlate with complex internal chemistry. You’ve turned a "Computer Vision" problem into a Multimodal Alignment problem. In the context of the Riemann Hypothesis, your work at Algomash provides a fascinating analogy for how we might finally tackle the "Hard Analytic" wall. Your approach at Algomash is Empirical and Inductive: you vary ethnicities, lighting, and cohorts to ensure the model generalizes. The RH approach is Deductive and Global: we need to prove that for every possible "cohort" (every L-function), the "ground truth" (the zeros) never deviates from the line.
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I like your #deepthinking #construct.. it’s strengthens from your innermost sense of what your coherent balance resonates with.. I do resonate.. u are #leading your #learningmodel making use of #multiplicities of #complexities as I do .. #breeds of any kind takes us for granted
Angels are extraterrestrial beings. We need to disabuse ourselves of Sunday school reductionism and embrace the complexity.
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کھمم کا ’ریڈ، انڈراسٹینڈ، پراگریس‘ پروگرام۔بنیادی تعلیم میں ماڈل کے طور پر ابھرتا ہوا بہترین تجربہ۔ charminarnews.in/khammam-lea… #LearningModel #Khammam #Education
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26 Oct 2025
Jouw windows wordt meer en meer AI. Copilot wordt een integraal onderdeel van het besturingssysteem. Het zal je ondersteunen met allerlei taken om jou het werk makkelijker en efficiënter te maken. Superhandig! Maaaarrrrrrr.... AI is een learningmodel, wat doet Copilot met jouw data? Jouw input? En welke gegevens verzamelt het allemaal? Oftewel. Copilot weet precies wat jij op je computer doet en als Copilot dat weet dan weet Microsoft dat ook. Jouw Onedrive scannend al je foto's zodat jij makkelijker kan zoeken, zelfs op naam of kenmerken van een gezicht. Superhandig! Maarrrr.... Waar gaat die data nog meer naartoe? Kortom. AI is een vloek en een zege! Maar waar kom jij straks jouw data allemaal tegen?
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Replying to @elonmusk @grok
Tree of Life Innovation Center: A Blueprint for Regenerative LivingA Comprehensive Text-Based Presentation for Sharing & Discussion Empowering Human Regeneration Through Wisdom, Nature, and Innovation Prepared by: Stephane Fyfe | Date: October 09, 2025 Introduction: Welcome to the VisionImagine a sanctuary where the boundaries between home, garden, and soul dissolve—a place where innovation isn't driven by haste or hierarchy, but blooms from the quiet wisdom of the heart. The Tree of Life Innovation Center is more than a community; it's a living embodiment of truth, compassion, understanding, and sovereignty. This full-detailed text version of our presentation is designed for easy sharing—post it on blogs, forums, social media threads, or newsletters. It expands on the core blueprint from the original document, weaving poetic inspiration with practical details for a holistic read. Let's walk through it step by step, as if we're gathered in a sun-dappled circle under an ancient fig tree.Section 1: Core Vision & Mission – The Guiding LightAt its heart, the Tree of Life Innovation Center is a wisdom-based, nature-oriented hub designed to empower individuals through creativity, self-discovery, and collaborative innovation. It's a place of remembrance, where truth is lived, compassion is shared in the quiet touch of hands in the garden, and wisdom emerges not from books, but from the soil and the sky. Key PrinciplesHarmonic Values: Truth: Felt deeply in the heart, unfiltered and authentic. Compassion: Flows through presence, in laughter, shared harvests, and silent support. Understanding: Shaped by time, experience, and the rhythms of the seasons. Wisdom: Emerges organically from lived moments, guiding without force. Additional Pillars: Sovereignty (personal autonomy), Integrity (unwavering alignment), Resilience (adaptable strength), and Collaboration (harmonious co-creation). Philosophy in Action: No rigid curricula, dogmas, timelines, or graduation dates. Learning is self-directed and experience-based, inviting every person—of every age—to explore what calls to them: painting under the stars, building with earth, cultivating herbs, or simply observing the wind in the trees. The environment itself becomes the teacher—the home part of the lesson, the garden part of the guidance. Scalability & Adaptability: This is a pilot model, rooted in a single location of natural beauty and community readiness (e.g., Quebec, Canada, or the United States), but designed for global replication. Each center adapts to its local soil—ecology, culture, and regulations—while preserving the universal essence: a sacred, simple village rhythm where people belong to the place as much as the place belongs to them. Why Now? In a world of disconnection, this center offers a grounded response: regenerative communities that restore both the Earth and the human soul. It's not fantasy—it's a timely, human pathway waiting for those ready to live in truth.Section 2: Living in Harmony – Modular Homes as Extensions of BeingHere, housing isn't mere shelter; it's an artistic expression of the soul, humbly nested in the land's embrace. Picture stepping from your bed into a world of whispering lavender and blooming squash—boundaries blur, and living becomes a seamless dance with nature. Design & MaterialsStructures: Geodesic or biomorphic domes shaped by hand and sun. 3D-printed earth curves that breathe like living sculptures. Tree-based vertical builds or wooden sanctuaries, modest and efficient. Fractal/Fibonacci layouts for spatial flow, mimicking nature's intelligence. Sustainable Integration: Materials: Wood, clay, hempcrete, natural plaster, plant-based composites, and earthbags. Living Roofs: Covered in plants for insulation, biodiversity, and ecosystem support. Placement: Like stones in a meditation path—non-intrusive, adaptive to contours, with gardens mingling everywhere (thyme underfoot, cedar from your walls). Community RhythmPod Variety: Self-defined spaces—from one-person dwellings to fluid, shared artistic hubs. Each reflects the inhabitant's essence: art meets function, wisdom meets form. Daily Life: A quiet, sacred flow—mornings harvesting with neighbors, evenings in shared silence. You live well, in harmony, where the whole environment teaches sovereignty and belonging. This creates a new kind of village: simple, intentional, where innovation starts at home.Section 3: Gardens of Self-Discovery – Nourishing Body, Mind & SoulThe gardens aren't just plots of earth—they're teachers, reflections, and sanctuaries. Everywhere you walk, pathways bend around growing vegetables, spiraling food forests, and whispering herbs. Food production builds resilience, but the true harvest is inner growth: lifelong friendships under a fig tree, lessons in patience from companion planting. Agricultural ModelPractices: Permaculture and biodynamic principles for year-round abundance. Hydroponics, four-season gardening, seed exchange systems. Companion planting to enhance biodiversity and local food sovereignty. Spaces & Features: Medicinal gardens for healing arts and reflection. Spiraling pathways lined with lavender, figs, and herbs—blurring into residential areas. Animal sanctuaries integrated for ethical harmony. Deeper PurposeBeyond sustenance: Meditation spots, personal development zones, and spaces to learn about plants... and yourself. Sit, harvest, connect—each act a step toward understanding the cycles of life. Impact: Ensures resilience against modern challenges, fostering emotional and expressive health in every season. Section 4: The Creative Core – Innovation ReclaimedAt the center lies an open heart: workshops, quiet sanctuaries, and diverse spaces where creation reignites. This is where a child sculpts a clay oven while her mother designs dome connectors with natural resins—a group gathers around a 3D printer, not in haste, but in joy. Innovation here is reclaimed: born from wisdom, not separated from it. Self-Directed LearningModel: A school without pressure—no enforced subjects, only tools, guidance, and space for what draws you. For children and adults alike, honoring natural inclinations. Activities: Artistic: Painting, writing, storytelling, music, sculpture. Practical: Artisan crafts, natural design, low-impact technologies, healing arts. Exploratory: Construction innovation, material alchemy. Zones of SparkOpen-air amphitheaters for music and tales. Clay, wood, and fiber workshops. Meditation gardens and light/color paths for quiet inspiration. Joyful parks: Water features, amusement nooks blended with serene reflection areas. Creativity and wisdom are treated as innate states—free of judgment, comparison, or timelines. Here, the human spark flourishes side by side.Section 5: Sovereignty in Practice – The 3D Printing & Construction HubEmpowerment through accessible tech: A local facility turns sustainable materials into modular realities, offering a tangible path to shelter independence. No dependence—just grounded, replicable sovereignty. Core FeaturesTechnology: 3D printing for housing components, tools, and infrastructure. Focus Areas: Fast deployment of eco-structures. Open-access blueprints for global replication. Community-driven customization (e.g., lightweight connectors with natural resins). Real-World ApplicationExamples: Assembling pods with joy, printing not just walls but futures aligned with the land. Goal: Fast, eco-friendly builds that support the center's growth— from pilot to scalable model. Philosophy: Tech serves the virtues: accessible, empowering, a bridge between ancient wisdom and modern needs. Section 6: Community Layout & Governance – The Tree of Life in ActionDrawing from the Tree of Life symbol—roots for grounded action, trunk for stability, branches for expansion, fruit for creation, light for illumination—the layout pulses with natural intelligence. Spatial BlueprintCentral Core: Innovation Healing Center—a hub for gathering, reflection, and co-creation. Surrounding Rings: Residential Pods: Intimate, nature-immersed homes. Education & Arts Dome: Creative exploration zones. Medicinal Gardens: Healing and herbal sanctuaries. Permaculture Food Forest: Abundant, teaching ecosystems. Animal Sanctuaries: Ethical, integrated care. Flow Elements: Spiral and honeycomb pathways; fractal grids for energy; seasonal gateways aligned with solar/lunar cycles. Governance ModelNon-Hierarchical: Decisions in transparent circles, honoring mutual respect and sovereignty. Leadership: Emerges from those consistently embodying the virtues—truth, compassion, and beyond. No top-down control; only reflective resonance. Rhythm: Cooperative, adaptive—maintaining harmonic coherence through presence and collaboration. Every person contributes via their inner compass. This structure ensures the community grows organically, like the tree it honors.Section 7: Path to Implementation – From Blueprint to RealityThis initiative is scalable, sacred, and ready. The pilot plants the first root in aligned soil, seeking political, ecological, and local partnerships for seamless integration. RoadmapPilot Launch: Select a site with natural beauty and readiness; navigate regulations while pioneering new models. Expansion: Adapt the blueprint universally—unique expressions per region, from Quebec's forests to U.S. heartlands. Challenges Addressed: Modern alienation, ecological strain—met with regenerative, wisdom-based solutions. Call to ActionA present solution for timeless needs: curiosity, simplicity, harmony. Join as builders, dreamers, or guides—let's co-create from the place of true self.Conclusion: A Foundation for the FutureThe Tree of Life Innovation Center invites you to discover who you truly are and create from that sovereign place. As the document whispers: "Life unfolding—slowly, intentionally, always in harmony with nature." Quote to Ponder: "This is what it means to walk the path of real innovation: To discover who you truly are, and to create from that place." Next Steps for Engagement: Share your thoughts: What resonates? How can we adapt this for your community? Contact: [mysticaltube@gmail.com] | Explore more at [Project Site]. Visualize It: Envision thriving under the canopy—roots deep, branches wide. Thank you for journeying with this vision. Together, we regenerate.
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Tree of Life Innovation Center: A Blueprint for Regenerative LivingA Comprehensive Text-Based Presentation for Sharing & Discussion Empowering Human Regeneration Through Wisdom, Nature, and Innovation Prepared by: Stephane Fyfe | Date: October 09, 2025 Introduction: Welcome to the VisionImagine a sanctuary where the boundaries between home, garden, and soul dissolve—a place where innovation isn't driven by haste or hierarchy, but blooms from the quiet wisdom of the heart. The Tree of Life Innovation Center is more than a community; it's a living embodiment of truth, compassion, understanding, and sovereignty. This full-detailed text version of our presentation is designed for easy sharing—post it on blogs, forums, social media threads, or newsletters. It expands on the core blueprint from the original document, weaving poetic inspiration with practical details for a holistic read. Let's walk through it step by step, as if we're gathered in a sun-dappled circle under an ancient fig tree.Section 1: Core Vision & Mission – The Guiding LightAt its heart, the Tree of Life Innovation Center is a wisdom-based, nature-oriented hub designed to empower individuals through creativity, self-discovery, and collaborative innovation. It's a place of remembrance, where truth is lived, compassion is shared in the quiet touch of hands in the garden, and wisdom emerges not from books, but from the soil and the sky. Key PrinciplesHarmonic Values: Truth: Felt deeply in the heart, unfiltered and authentic. Compassion: Flows through presence, in laughter, shared harvests, and silent support. Understanding: Shaped by time, experience, and the rhythms of the seasons. Wisdom: Emerges organically from lived moments, guiding without force. Additional Pillars: Sovereignty (personal autonomy), Integrity (unwavering alignment), Resilience (adaptable strength), and Collaboration (harmonious co-creation). Philosophy in Action: No rigid curricula, dogmas, timelines, or graduation dates. Learning is self-directed and experience-based, inviting every person—of every age—to explore what calls to them: painting under the stars, building with earth, cultivating herbs, or simply observing the wind in the trees. The environment itself becomes the teacher—the home part of the lesson, the garden part of the guidance. Scalability & Adaptability: This is a pilot model, rooted in a single location of natural beauty and community readiness (e.g., Quebec, Canada, or the United States), but designed for global replication. Each center adapts to its local soil—ecology, culture, and regulations—while preserving the universal essence: a sacred, simple village rhythm where people belong to the place as much as the place belongs to them. Why Now? In a world of disconnection, this center offers a grounded response: regenerative communities that restore both the Earth and the human soul. It's not fantasy—it's a timely, human pathway waiting for those ready to live in truth.Section 2: Living in Harmony – Modular Homes as Extensions of BeingHere, housing isn't mere shelter; it's an artistic expression of the soul, humbly nested in the land's embrace. Picture stepping from your bed into a world of whispering lavender and blooming squash—boundaries blur, and living becomes a seamless dance with nature. Design & MaterialsStructures: Geodesic or biomorphic domes shaped by hand and sun. 3D-printed earth curves that breathe like living sculptures. Tree-based vertical builds or wooden sanctuaries, modest and efficient. Fractal/Fibonacci layouts for spatial flow, mimicking nature's intelligence. Sustainable Integration: Materials: Wood, clay, hempcrete, natural plaster, plant-based composites, and earthbags. Living Roofs: Covered in plants for insulation, biodiversity, and ecosystem support. Placement: Like stones in a meditation path—non-intrusive, adaptive to contours, with gardens mingling everywhere (thyme underfoot, cedar from your walls). Community RhythmPod Variety: Self-defined spaces—from one-person dwellings to fluid, shared artistic hubs. Each reflects the inhabitant's essence: art meets function, wisdom meets form. Daily Life: A quiet, sacred flow—mornings harvesting with neighbors, evenings in shared silence. You live well, in harmony, where the whole environment teaches sovereignty and belonging. This creates a new kind of village: simple, intentional, where innovation starts at home.Section 3: Gardens of Self-Discovery – Nourishing Body, Mind & SoulThe gardens aren't just plots of earth—they're teachers, reflections, and sanctuaries. Everywhere you walk, pathways bend around growing vegetables, spiraling food forests, and whispering herbs. Food production builds resilience, but the true harvest is inner growth: lifelong friendships under a fig tree, lessons in patience from companion planting. Agricultural ModelPractices: Permaculture and biodynamic principles for year-round abundance. Hydroponics, four-season gardening, seed exchange systems. Companion planting to enhance biodiversity and local food sovereignty. Spaces & Features: Medicinal gardens for healing arts and reflection. Spiraling pathways lined with lavender, figs, and herbs—blurring into residential areas. Animal sanctuaries integrated for ethical harmony. Deeper PurposeBeyond sustenance: Meditation spots, personal development zones, and spaces to learn about plants... and yourself. Sit, harvest, connect—each act a step toward understanding the cycles of life. Impact: Ensures resilience against modern challenges, fostering emotional and expressive health in every season. Section 4: The Creative Core – Innovation ReclaimedAt the center lies an open heart: workshops, quiet sanctuaries, and diverse spaces where creation reignites. This is where a child sculpts a clay oven while her mother designs dome connectors with natural resins—a group gathers around a 3D printer, not in haste, but in joy. Innovation here is reclaimed: born from wisdom, not separated from it. Self-Directed LearningModel: A school without pressure—no enforced subjects, only tools, guidance, and space for what draws you. For children and adults alike, honoring natural inclinations. Activities: Artistic: Painting, writing, storytelling, music, sculpture. Practical: Artisan crafts, natural design, low-impact technologies, healing arts. Exploratory: Construction innovation, material alchemy. Zones of SparkOpen-air amphitheaters for music and tales. Clay, wood, and fiber workshops. Meditation gardens and light/color paths for quiet inspiration. Joyful parks: Water features, amusement nooks blended with serene reflection areas. Creativity and wisdom are treated as innate states—free of judgment, comparison, or timelines. Here, the human spark flourishes side by side.Section 5: Sovereignty in Practice – The 3D Printing & Construction HubEmpowerment through accessible tech: A local facility turns sustainable materials into modular realities, offering a tangible path to shelter independence. No dependence—just grounded, replicable sovereignty. Core FeaturesTechnology: 3D printing for housing components, tools, and infrastructure. Focus Areas: Fast deployment of eco-structures. Open-access blueprints for global replication. Community-driven customization (e.g., lightweight connectors with natural resins). Real-World ApplicationExamples: Assembling pods with joy, printing not just walls but futures aligned with the land. Goal: Fast, eco-friendly builds that support the center's growth— from pilot to scalable model. Philosophy: Tech serves the virtues: accessible, empowering, a bridge between ancient wisdom and modern needs. Section 6: Community Layout & Governance – The Tree of Life in ActionDrawing from the Tree of Life symbol—roots for grounded action, trunk for stability, branches for expansion, fruit for creation, light for illumination—the layout pulses with natural intelligence. Spatial BlueprintCentral Core: Innovation Healing Center—a hub for gathering, reflection, and co-creation. Surrounding Rings: Residential Pods: Intimate, nature-immersed homes. Education & Arts Dome: Creative exploration zones. Medicinal Gardens: Healing and herbal sanctuaries. Permaculture Food Forest: Abundant, teaching ecosystems. Animal Sanctuaries: Ethical, integrated care. Flow Elements: Spiral and honeycomb pathways; fractal grids for energy; seasonal gateways aligned with solar/lunar cycles. Governance ModelNon-Hierarchical: Decisions in transparent circles, honoring mutual respect and sovereignty. Leadership: Emerges from those consistently embodying the virtues—truth, compassion, and beyond. No top-down control; only reflective resonance. Rhythm: Cooperative, adaptive—maintaining harmonic coherence through presence and collaboration. Every person contributes via their inner compass. This structure ensures the community grows organically, like the tree it honors.Section 7: Path to Implementation – From Blueprint to RealityThis initiative is scalable, sacred, and ready. The pilot plants the first root in aligned soil, seeking political, ecological, and local partnerships for seamless integration. RoadmapPilot Launch: Select a site with natural beauty and readiness; navigate regulations while pioneering new models. Expansion: Adapt the blueprint universally—unique expressions per region, from Quebec's forests to U.S. heartlands. Challenges Addressed: Modern alienation, ecological strain—met with regenerative, wisdom-based solutions. Call to ActionA present solution for timeless needs: curiosity, simplicity, harmony. Join as builders, dreamers, or guides—let's co-create from the place of true self.Conclusion: A Foundation for the FutureThe Tree of Life Innovation Center invites you to discover who you truly are and create from that sovereign place. As the document whispers: "Life unfolding—slowly, intentionally, always in harmony with nature." Quote to Ponder: "This is what it means to walk the path of real innovation: To discover who you truly are, and to create from that place." Next Steps for Engagement: Share your thoughts: What resonates? How can we adapt this for your community? Contact: [mysticaltube@gmail.com] | Explore more at [Project Site]. Visualize It: Envision thriving under the canopy—roots deep, branches wide. Thank you for journeying with this vision. Together, we regenerate.
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According to Blooms Taxonomy of Learning Domains, we have 3 functions of the brain. We must be aware of these when developing learning: Blooms Taxonomy of Learning Domains bit.ly/3aQHxOT @pdiscoveryuk #learning #learningmodel #brain #learningdomain
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Think of your brain like a platform Every skill you learn is an upgrade ZYNVIT teaches you how to wire it with neuroscience, power it with biocomputing, and connect it to real opportunities ⚙️💡 Don’t just scroll — upgrade #zynvit #ai #neuroeducation #mindtech #learningmodel
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【🚀AI 人工智慧|AI 不給答案,改教你思考!#Claude 推出「學習模式」革新大學教育 】 #LearningModel 這項新功能顛覆傳統 AI 工具「給答案」的角色,轉而培養學生的邏輯與批判思維,讓大學生學會「怎麼思考」比「知道答案」更重要。 📍請見報導:abmedia.io/ai-claude-for-edu…
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If your model can't adapt, its predictions fail & become irrelevant!🚨 Stay ahead with monitoring, explainability & continual learning. Learn to future-proof your models now in this blog post by @amanjuneja5 ⤵️ 🔗 infracloud.io/blogs/ai-model… #AI #llm #llmmodel #learningmodel
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We were honored to be part of tonight’s Superintendent’s State of Schools Event at Southeast Raleigh High School on February 26, 2025! 🎉 Check out our “KNOW ME” video here: bit.ly/KnowMeFullerMagnet #StateOfSchools #KnowMe #LearningModel #EducationExcellence #StudentFocus

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Toward an Integrated Machine Learning Model of a Proteomics Experiment: lausr.org/dashboard/?doi=10.… #learningmodel #modelproteomics

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