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El Machine Learning y la Inteligencia Artificial : 30 Preguntas y Respuestas Sobre el Aprendizaje Automático y la IA.
- Format:
- Book
- Author/Creator:
- Raschka, Sebastian.
- Language:
- Spanish
- Subjects (All):
- Machine learning.
- Artificial intelligence.
- Physical Description:
- 1 online resource (202 pages)
- Edition:
- 1st ed.
- Place of Publication:
- Barcelona : Marcombo, S.A., 2024.
- Summary:
- This book, authored by Sebastian Raschka, provides a comprehensive and accessible exploration of machine learning and artificial intelligence (AI). Structured around 30 essential questions, it delves into core concepts such as neural networks, deep learning, computer vision, natural language processing, and model evaluation. With a focus on practical applications, the book addresses topics like overfitting prevention, generative AI models, data-centric AI, and production deployment techniques. It caters to both beginners and professionals in the field, aiming to educate and empower readers to utilize AI technologies effectively and at scale. The content is designed to bridge theoretical knowledge with practical skills, enriched by exercises and references for further study. Generated by AI.
- Contents:
- Cubierta
- Título
- Créditos
- Contenido
- Preámbulo
- Agradecimientos
- Introducción
- ¿Para quién es este libro?
- ¿Qué conseguirá con este libro?
- Cómo leer este libro
- Recursos en línea
- Parte I: Redes neuronales y aprendizaje profundo
- 1. Incrustaciones, espacio latente y representaciones
- Incrustaciones
- Espacio latente
- Representación
- Ejercicios
- Referencias
- 2. Aprendizaje Autosupervisado
- El aprendizaje autosupervisado frente al aprendizaje por transferencia
- Aprovechamiento de datos sin etiqueta
- Autopredicción y aprendizaje autosupervisado contrastivo
- 3. Aprendizaje con pocos golpes
- Conjuntos de datos y terminología
- 4. La Hipótesis del boleto de lotería
- El procedimiento de formación con boleto de lotería
- Implicaciones prácticas y limitaciones Generated by AI.
- Notes:
- Description based on publisher supplied metadata and other sources.
- Part of the metadata in this record was created by AI, based on the text of the resource.
- ISBN:
- 9788426739308
- 842673930X
- OCLC:
- 1465272507
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