Tabla de Contenidos: “…Building a transformer-based text generator with PyTorch -- Training the transformer-based language model -- Saving and loading the language model -- Using the language model to generate text -- Using GPT models as text generators -- Out-of-the-box text generation with GPT-2 -- Text generation strategies using PyTorch -- Greedy search -- Beam search -- Top-k and top-p sampling -- Text generation with GPT-3 -- Generating MIDI music with LSTMs using PyTorch -- Loading the MIDI music data -- Defining the LSTM model and training routine -- Training and testing the music generation model -- Summary -- References -- Chapter 8: Neural Style Transfer -- Understanding how to transfer style between images -- Implementing neural style transfer using PyTorch -- Loading the content and style images -- Loading and trimming the pretrained VGG19 model -- Building the neural style transfer model -- Training the style transfer model -- Experimenting with the style transfer system -- Summary -- References -- Chapter 9: Deep Convolutional GANs -- Defining the generator and discriminator networks -- Understanding the DCGAN generator and discriminator -- Training a DCGAN using PyTorch -- Defining the generator -- Defining the discriminator -- Loading the image dataset -- Training loops for DCGANs -- Using GANs for style transfer -- Understanding the pix2pix architecture -- Exploring the pix2pix generator -- Exploring the pix2pix discriminator -- Summary -- References -- Chapter 10: Image Generation Using Diffusion -- Understanding image generation using diffusion -- Understanding how diffusion works -- Training a forward diffusion model -- Performing reverse diffusion or denoising -- Training a diffusion model for image generation -- Loading the dataset using Hugging Face datasets -- Processing the dataset using torchvision transforms…”

Tabla de Contenidos: “…ILUSTRACIÓN 72. VISUALIZACIÓN DE LA P1. ¿CUÁNTOS AÑOS LLEVA RESIDIENDO EN (...) -- ILUSTRACIÓN 73. …”

Tabla de Contenidos: “…. -- 1.1Diseño de un evento: "La p con la a: pa -Desde el principio, nuestro reto" -- 1.2 Los comienzos: "Como los niños:pasito a pasito" -- 1.3A identificarse: "¡Al lío!…”

Tabla de Contenidos: “…PAPEL DEL PUNTO ISOELÉCTRICO (P.I.) -- 5.1.4. REQUERIMIENTOS DE LOS PROCESOS POST-CURTICIÓN -- 5.2. …”

Tabla de Contenidos: “…Cover -- Copyright -- Contents -- Authors' List -- Preface -- Chapter 1: Editorial -- Part I: The advantages of source separation and decentralization -- Chapter 2: The energy issue in urban water management -- 2.1 Introduction - Think Globally and Act Locally -- 2.2 Global Energy Goal -- 2.3 Renewable Energy Sources -- 2.4 Photosynthesis, Biomass, and BOD -- 2.5 Microbial Energy Conversion -- 2.6 Nutrient Recovery -- 2.7 New Biomass from Photosynthetic Microorganisms -- 2.8 Lower Energy Use -- 2.9 The Impact of Source Separation and Decentralization -- References -- Chapter 3: Peak phosphorus and the role of P recovery in achieving food security -- 3.1 Introduction -- 3.2 Phosphorus and Global Food Security -- 3.3 Global Phosphorus Scarcity and Pollution -- 3.4 Five Dimensions of Phosphorus Scarcity -- 3.5 Phosphorus Use in the Global Food System -- 3.6 Achieving Phosphorus Security -- 3.6.1 An integrated approach is required -- 3.6.2 The role of decentralized sanitation systems -- 3.6.3 Key challenges and opportunities -- 3.7 Conclusions -- References -- Chapter 4: Nitrogen economy of the 21st Century -- 4.1 Introduction -- 4.2 Nitrogen Sources -- 4.3 Release of Nitrogen to the Environment -- 4.4 Environmental Consequences -- 4.5 The Future and Possible Interventions -- 4.6 Conclusions -- References -- Chapter 5: Urban water supply under expanding water scarcity -- 5.1 Introduction -- 5.2 Water Supply of Urban Areas -- 5.2.1 On the verge of a new water scarcity -- 5.3 Implications of Increasing Competition? …”