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Deep Learning with R, Third Edition: From First Principles to Generative AI - Tapa blanda

Kalinowski, Tomasz

 
9781633435186: Deep Learning with R, Third Edition: From First Principles to Generative AI
Tapa blanda
ISBN 10: 1633435180 ISBN 13: 9781633435186
Editorial: Manning Publications, 2026

Sinopsis

Ready to bring R code into the AI era? Stop switching languages. Build deep learning models in pure R. Master GPT-style transformers and diffusion. Skip complex math. Launch production-ready solutions confidently. 

  • Keras 3 interface: Code modern neural networks with the simplicity R users love.
  • Vision, text, and time series: Apply models that classify images, translate text, and predict demand.
  • Transformers and LLMs: Generate fluent language and summaries without Python detours.
  • Diffusion imagery: Create new pictures and explore generative art inside RStudio.
  • Scaling and tuning: Fine-tune hyperparameters for faster training and top-tier accuracy.
  • Interpretability tools: Explain model decisions to bosses, regulators, and stakeholders. 

Deep Learning with R, Third Edition pairs Keras creator François Chollet with R expert Tomasz Kalinowski to deliver an authoritative guide. 

Step-by-step chapters move from first principles to advanced projects. Clear code, concise explanations, and runnable notebooks keep learning practical. New coverage of transformers, diffusion, and GPT-style language models brings bleeding-edge AI to R. 

By book’s end, you will design, train, and deploy high-performing models, interpret their outputs, and scale them for production. Your R workflow becomes an AI powerhouse. 

Ideal for data scientists and analysts with intermediate R skills who crave modern deep learning capabilities. 

"Sinopsis" puede pertenecer a otra edición de este libro.

Acerca del autor

  • François Chollet is the creator of Keras and a leading voice in practical deep learning. With global teaching experience, François delivers clarity and rigor on every page. He distills cutting-edge research into approachable lessons that help readers build real models fast.   
  • Tomasz Kalinowski is a software engineer at Posit, maintaining the Keras and TensorFlow R packages. Drawing on years of community support, Tomasz writes with empathy and hands-on insight. He translates complex APIs into smooth R workflows that empower readers to innovate. 

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Manning Publications
Año de publicación
2026
Idioma
Inglés
ISBN 10 
1633435180
ISBN 13 
9781633435186
Encuadernación
Tapa blanda
Número de edición
3
Número de páginas
648
Contacto del fabricante
no disponible
Persona responsable
no disponible