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536.2 --- 536.2 Heat conduction. Heat transfer --- Heat conduction. Heat transfer --- 536 --- 536 Heat. Thermodynamics --- Heat. Thermodynamics

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An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Probability theory --- Information systems --- Artificial intelligence. Robotics. Simulation. Graphics --- Mathematical linguistics --- analyse (wiskunde) --- Machine learning. --- Artificiële intelligentie --- Machine learning --- Learning, Machine --- Artificial intelligence --- Machine theory --- למידה חשובית --- Apprentissage automatique --- Machine Learning --- Apprentissage automatique. --- Transfer Learning --- Learning, Transfer --- Machinaal leren --- 681.3*I2 --- 681.3*I2 Artificial intelligence. AI --- Artificial intelligence. AI --- deep learning --- machine learning --- artificiële intelligentie (AI) --- Informatique --- Intelligence artificielle

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Développement agricole --- Agricultural development --- Système d'exploitation agricole --- farming systems --- Agriculture durable --- Sustainable agriculture --- Déboisement --- Deforestation --- Système agrosylvopastoral --- agrosilvopastoral systems --- Changement technologique --- technological changes --- Politique forestière --- Forestry policies --- Politique de la production --- Production policies --- Afrique --- Africa --- Asie --- Asia --- Latin America --- Agriculture --- Environmental Sciences and Forestry. Environmental Management --- Technology transfer --- Control --- Environmental Systems, Environmental Systems Analysis --- Environmental Systems, Environmental Systems Analysis. --- Conversion, Forest --- Depletion of forests --- Disforestation --- Forest conversion --- Forest depletion --- Forest-land conversion --- Clearing of land --- Forest fires --- Plants --- Farming --- Husbandry --- Industrial arts --- Life sciences --- Food supply --- Land use, Rural --- Extinction

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Plant genetic engineering. --- Transgenic organisms. --- Génie génétique végétal --- Organismes génétiquement modifiés --- Crops, Agricultural. --- Organisms, Genetically Modified. --- Plants, Genetically Modified. --- Brassica napus --- Beta vulgaris --- Solanum tuberosum --- Zea mays --- Triticum aestivum --- Hordeum vulgare --- Plante fruitière --- Fruit crops --- Plante transgénique --- Transgenic plants --- Transfert de gène --- Gene transfer --- Pollen --- Génie génétique végétal --- Organismes génétiquement modifiés --- Crops --- Plant genetic engineering --- Transgenic organisms --- genetische manipulatie --- genetisch gemodificieerde organismen --- ggo's --- Genetically engineered organisms --- Genetically modified organisms --- GEOs (Genetically engineered organisms) --- GMOs (Genetically modified organisms) --- Organisms --- Genetic engineering --- Plants --- Plant biotechnology --- European Union countries. --- EU countries --- Euroland --- Europe --- General biochemistry --- Genetic engineering. --- Cultures --- Génie génétique --- Pays de l'Union européenne --- Crops - Genetic engineering. --- Chimie,sciences physiques et procedes industriels

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Forest products industry --- Forest conservation --- Rain forests --- Government policy --- -Forest products industry --- -Rain forests --- -Agricultural innovations --- Agricultural productivity --- Agriculture, Cooperative --- -Sustainable development --- 631.95 --- $?$96/09 --- Development, Sustainable --- Ecologically sustainable development --- Economic development, Sustainable --- Economic sustainability --- ESD (Ecologically sustainable development) --- Smart growth --- Sustainable development --- Sustainable economic development --- Economic development --- Agricultural cooperation --- Agricultural cooperatives --- Cooperative agriculture --- Cooperative societies, Agricultural --- Farmers' cooperatives --- Agricultural contracts --- Cooperation --- Productivity, Agricultural --- Agriculture --- Farm management --- Innovations, Agricultural --- Technological change in agriculture --- Technological innovations --- Rainforests --- Tropical rain forests --- Tropical rainforests --- Forests and forestry --- Cloud forests --- Forest industries --- Forestry industry --- Wood products industry --- Wood-using industries --- Plant products industry --- Conservation of forests --- Forest preservation --- Preservation of forests --- Nature conservation --- Deforestation --- -Case studies --- Environmental aspects --- Economic aspects --- Innovations --- Technology transfer --- Conservation --- Control --- Forest products industry - Government policy - Guyana --- Forest conservation - Guyana --- Rain forests - Guyana