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🎥 Proyectos de IA por Video
Una colección de notebooks educativos organizados por módulos de video.
Notebooks disponibles
🌌 Embedding Evolution in 3D
Dive into this captivating 3D animation that illustrates the evolution of word embeddings across multiple training epochs. This visualization provides a unique glimpse into how a machine learning model internalizes language data and progressively refines its representations over time.
At the beginning of training, embeddings are randomly initialized and scattered throughout the 3D space. As the model iteratively learns and adjusts through backpropagation and optimization algorithms (such as stochastic gradient descent), these points gradually shift, eventually forming more coherent and meaningful structures. This process enables the model to capture intricate relationships between words, enhancing its ability to understand and generate human-like language.
In this animation:
✅ Blue spheres represent word embeddings at each step.
✅ The animation smoothly transitions from an unorganized state to a more structured configuration, reflecting the power of representation learning.
✅ A concise text panel on the left provides additional insights into the process and its significance.
🔗 Watch the video here:
👉 embedding_animation_slow_explanation.mp4
🎬 Video interesante
Puedes ver el video explicativo aquí:
🔗 Ver en YouTube
O directamente aquí abajo:
🌐 Aplicación destacada: Traductor C1
🚀 Prueba mi aplicación de traducción avanzada español → inglés, usando inteligencia artificial:
🎯 Transformaciones gramaticales, comparaciones entre niveles B2 y C1, y uso de modelos de OpenAI, Anthropic y Meta. ¡Totalmente interactiva!
Bienvenido/a a este repositorio donde comparto prototipos y recursos prácticos sobre inteligencia artificial. Este sitio acompaña una serie de notebooks orientados a la producción real.