Tabla de Contenidos: “…Alternating least squares with Apache Spark MLlib -- References -- Summary -- Chapter 12: Introduction to Natural Language Processing -- NLTK and built-in corpora -- Corpora examples -- The bag-of-words strategy -- Tokenizing -- Sentence tokenizing -- Word tokenizing -- Stopword removal -- Language detection -- Stemming -- Vectorizing -- Count vectorizing -- N-grams -- Tf-idf vectorizing -- A sample text classifier based on the Reuters corpus -- References -- Summary -- Chapter 13: Topic Modeling and Sentiment Analysis in NLP -- Topic modeling -- Latent semantic analysis -- Probabilistic latent semantic analysis -- Latent Dirichlet Allocation -- Sentiment analysis -- VADER sentiment analysis with NLTK -- References -- Summary -- Chapter 14: A Brief Introduction to Deep Learning and TensorFlow -- Deep learning at a glance -- Artificial neural networks -- Deep architectures -- Fully connected layers -- Convolutional layers -- Dropout layers -- Recurrent neural networks -- A brief introduction to TensorFlow -- Computing gradients -- Logistic regression -- Classification with a multi-layer perceptron -- Image convolution -- A quick glimpse inside Keras -- References -- Summary -- Chapter 15: Creating a Machine Learning Architecture -- Machine learning architectures -- Data collection -- Normalization -- Dimensionality reduction -- Data augmentation -- Data conversion -- Modeling/Grid search/Cross-validation -- Visualization -- scikit-learn tools for machine learning architectures -- Pipelines -- Feature unions -- References -- Summary -- Index…”

Tabla de Contenidos: “…Advanced topics -- 7 Attention -- 7.1 Neural attention -- 7.2 Data -- 7.3 Static attention: MLP -- 7.4 Temporal attention: LSTM -- 7.5 Experiments -- 7.5.1 MLP -- 7.5.2 LSTM -- Summary -- 8 Multitask learning -- 8.1 Introduction to multitask learning -- 8.2 Multitask learning -- 8.3 Multitask learning for consumer reviews: Yelp and Amazon -- 8.3.1 Data handling -- 8.3.2 Hard parameter sharing -- 8.3.3 Soft parameter sharing -- 8.3.4 Mixed parameter sharing -- 8.4 Multitask learning for Reuters topic classification -- 8.4.1 Data handling -- 8.4.2 Hard parameter sharing -- 8.4.3 Soft parameter sharing -- 8.4.4 Mixed parameter sharing -- 8.5 Multitask learning for part-of-speech tagging and named-entity recognition -- 8.5.1 Data handling -- 8.5.2 Hard parameter sharing -- 8.5.3 Soft parameter sharing -- 8.5.4 Mixed parameter sharing -- Summary -- 9 Transformers -- 9.1 BERT up close: Transformers -- 9.2 Transformer encoders -- 9.2.1 Positional encoding -- 9.3 Transformer decoders -- 9.4 BERT: Masked language modeling -- 9.4.1 Training BERT -- 9.4.2 Fine-tuning BERT -- 9.4.3 Beyond BERT -- Summary -- 10 Applications of Transformers: Hands-on with BERT -- 10.1 Introduction: Working with BERT in practice -- 10.2 A BERT layer -- 10.3 Training BERT on your data -- 10.4 Fine-tuning BERT -- 10.5 Inspecting BERT…”

Tabla de Contenidos: “…Conté: Estadio Soccer City / Boogertman Urban Edge & Populous, p. 24; Galería de Arte Circa / Studio MAS, p. 28; Centro Nike de entrenamiento de fútbol / RUFproject, p. 30; Escuela Ithuna / Universidad de Liubliana, p. 32; Centro para niños discapacitados / BASE habitat, p. 34; Centro Ubuntu / Field Architecture, p. 36; Escuela secundaria Usasazo / Noero Wolff Architects, p. 40; Centro de interpretación / Peter Rich, p. 44; Manzo Ibi-Village / Bogdan & Van Broek, p. 62; Instituto de Relaciones Internaiconales / José Forjaz, p. 66; Escuela y centro de formación / Escuela de Arquitectura de Bergen, p. 70; Centro de formación / Dominikus Stark, p. 72; Sede de la Alta Comisión Británica / Kilburn Nightingale, p. 76; Orfanato anular / Koji Tsutsui, p. 78; Complejo médico con contenedores / Tamassociati, Parrino & Strada, p. 80; Ampliación de una escuela primaria / Diébédo Francis Kéré, p. 92; Centro de salud para mujeres / FAREstudio, p. 96; Dotación de usos múltiples / Manuelle Gautrand, p. 100; Universidad de Gambia / Snohetta, p. 102; Proyecto “Emerging Ghana” / Blaanc & João Caeiro, p. 104; Dotaciones en el Parque Nacional de Mali / Diébédo Francis Kéré, p. 106; Instituto Ahmed Baba / DHK Architects, p. 110; Centro de Arquitectura en Tierra / Diébédo Francis Kéré, p. 114; Casa para ver la puesta de sol / Not Vital, p. 118; Centro de mujeres / Hollmén, Reuter & Sandman, p. 120; Renovación y prototipo de una escuela / Norman Foster, p. 122; Sucursales del Banco BMCE / Norman Foster, p. 134; Museo de Arqueología y Geociencias 7 OMA, KILO, p. 138; Centro de formación / Heringer, Rauch, Nägele, Waibel & Naji, p. 140; Campus universitario / Kabbaj, Kettani & Siana, p. 142; Universidad 7 Octubre / RMJM, p. 146; Gran Museo Egipcio / Henegham Peng, p. 158; Centro de visitantes Wadi el Gemal / Ramses Nosshi, p. 160; Recinto ferial / Hadid & Schumacher, p. 164; Universidad E-JUST de Ciencia y Tecnología / Arat Isozaki, p. 166; Regeneración de Wadi Hanfia / Moriyama & Texhuima, Buro Happols, p. 178; Kingdom Tower / Adrian Smith + Gordon Gill, p. 182; Saadiyat / Ghery, Nouvel, Hadid, Ando, Foster, p. 184; Mercado Central / Norman Foster, p. 196; Ciudad de Masdar / Normar Foster, p. 200; Torre O-14/ Reiser + Umemoto, p. 204; Ciudad frente al mar / OMA, p. 208; Burj Khalifa / Adrian Smith, SOM, p. 210; Torre de oficinas / Jean Nouvel, p. 214; Museo de Arte Islámico / I.M. …”