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  • Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
  • David Foster
  • Page: 322
  • Format: pdf, ePub, mobi, fb2
  • ISBN: 9781492041948
  • Publisher: O'Reilly Media, Incorporated

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Generative modeling is one of the hottest topics in artificial intelligence. Recent advances in the field have shown how it’s possible to teach a machine to excel at human endeavors—such as drawing, composing music, and completing tasks—by generating an understanding of how its actions affect its environment. With this practical book, machine learning engineers and data scientists will learn how to recreate some of the most famous examples of generative deep learning models, such as variational autoencoders and generative adversarial networks (GANs). You’ll also learn how to apply the techniques to your own datasets. David Foster, cofounder of Applied Data Science, demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to the most cutting-edge algorithms in the field. Through tips and tricks, you’ll learn how to make your models learn more efficiently and become more creative. Get a fundamental overview of generative modeling Learn how to use the Keras and TensorFlow libraries for deep learning Discover how variational autoencoders (VAEs) work Get practical examples of generative adversarial networks (GANs) Understand how to build generative models that learn how to paint, write, and compose Apply generative models within a reinforcement learning setting to accomplish tasks

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  • Salvese quien pueda!: El futuro del trabajo en la era de la automatizacion
  • Andres Oppenheimer
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Salvese quien pueda!: El futuro del trabajo en la era de la automatizacion by Andres Oppenheimer Manteniéndose fiel a su característico estilo periodístico, Andrés Oppenheimer lleva a sus lectores en un nuevo viaje, esta vez a través del mundo, con la intención de comprender cual será el futuro de los trabajos de hoy en el día, mientras se aproxima lo que muchos han denominado como la era de la automatización.

Tal como lo indican dos de los entrevistados de Oppenheimer -ambos expertos en tecnología y economía de la Universidad de Oxford- el cuarenta y siete por ciento de los trabajos existentes corren el riesgo de automatizarse o volverse obsoletos debido a los avances tecnológicos y el crecimiento de los productos y servicios en línea que están por venir en los próximos veinte años. Oppenheimer conversa con expertos en sus campos y examina los cambios que ya comienzan a desarrollarse en varias áreas de empleo, incluyendo en la industria de alimentos, en el mundo legal, en la banca y en la medicina. Oppenheimer contrapone también las perspectivas de los "tecno-optimistas" con las de los "tecno-negativistas" e intenta encontrar un término medio entre una visión alarmista del futuro y una que es demasiado acrítica. Autodenominado un "optimista cauteloso", Oppenheimer opina que la tecnología no necesariamente creará un desempleo masivo, si no mas bien cambiará drásticamente la definición de lo que hoy conocemos como un "empleo".

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El subtítulo de este volumen, El futuro del trabajo en la era de la automatización, describe con acierto el contenido del mismo.Oppenheimer pone sobre la mesa una pregunta ineludible ante el avance de la tecnología: “¿Podremos seguir creando más oportunidades de trabajo de las que eliminamos?”.
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