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    Machine Learning

    ¿Qué es Transfer Learning?. Transfer learning (aprendizaje por… | by Neurons.me | Jul, 2025

    Team_AIBS NewsBy Team_AIBS NewsJuly 31, 2025No Comments1 Min Read
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    • Pre-training: Entrenamiento inicial en Job A.
    • Positive-tuning: Ajuste en Job B, usando lo aprendido en Job A.
    • Switch Studying: Aprendizaje secuencial entre tareas.
    • Multitask Studying: Aprender múltiples tareas al mismo tiempo (explicado en otro video).
    ████████████████████████████████████████████████████████████████
    █ TRANSFER LEARNING █
    ████████████████████████████████████████████████████████████████
    █ █
    █ [ FASE 1: ENTRENAMIENTO EN TAREA A ] █
    █ ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░█
    █ ░ INPUT: Imagen de Gato 🐱 ░█
    █ ░ OUTPUT: "Esto es un gato" ░█
    █ ░ RED NEURONAL aprende bordes, texturas, formas básicas. ░█
    █ ░ Guardamos pesos del modelo ░█
    █ ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░█
    █ █
    █ ▼ █
    █ █
    █ [ FASE 2: TRANSFERENCIA A TAREA B ] █
    █ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒█
    █ ▒ NUEVA TAREA: Diagnóstico de Radiografías 🩻 ▒█
    █ ▒ INPUT: Imagen RX de Tórax ▒█
    █ ▒ Reusamos capas iniciales del modelo entrenado 🧠 ▒█
    █ ▒ Reemplazamos capa remaining por nueva salida: "Diagnóstico" ▒█
    █ ▒ Entrenamos solo capa remaining (o toda la purple si hay datos) ▒█
    █ ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒█
    █ █
    █ 🎯 VENTAJAS: █
    █ ✔ Ahorra tiempo de entrenamiento █
    █ ✔ Funciona bien con pocos datos en la nueva tarea █
    █ ✔ Reutiliza conocimiento aprendido previamente █
    █ █
    ████████████████████████████████████████████████████████████████████



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