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"Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package--PMTK (probabilistic modeling toolkit)--that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students."--Provided by publisher.

Machine learning --- Probabilities --- Apprentissage automatique --- Probabilités --- Machine Learning --- Machine learning. --- Probabilities. --- Basic Sciences. Statistics --- Probability Theory, Sampling Theory --- Artificial intelligence. Robotics. Simulation. Graphics --- Probability Theory, Sampling Theory. --- Probabilités --- Probability --- Statistical inference --- Combinations --- Mathematics --- Chance --- Least squares --- Mathematical statistics --- Risk --- Learning, Machine --- Artificial intelligence --- Machine theory --- Apprentissage automatique. --- Probabilités. --- machine learning --- KI (kunstmatige intelligentie) --- Aprendizaje automático --- Probabilidades --- Libros electrónicos

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Java (Computer program language) --- Object-oriented programming languages --- JavaSpaces technology --- Java (Computer program language). --- Java virtual machine.

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Interaction Designers-whether practicing as Usability Engineers, Visual Interface Designers, or Information Architects-attempt to understand and shape human behavior in order to design products that are at once usable, useful, and desirable. Although the value of design is now recognized as essential to product development, the field is often misunderstood by managers and other team members, who don't understand a designer's role in a team. This can cause inefficient and ineffective products. Thoughts on Interaction Design gives individuals engaged in this profession the dialo

Engineering design. --- Human-computer interaction. --- Human-machine systems. --- Industrial design -- Psychological aspects. --- Product design. --- Industrial design --- Product design --- Human-machine systems --- Human-computer interaction --- Engineering design --- Mechanical Engineering --- Engineering & Applied Sciences --- Industrial & Management Engineering --- Psychological aspects --- Design, Engineering --- Engineering --- Strains and stresses --- Computer-human interaction --- Human factors in computing systems --- Interaction, Human-computer --- Human engineering --- User-centered system design --- User interfaces (Computer systems) --- Human operators (Systems engineering) --- Human subsystems (Systems engineering) --- Man-machine control systems --- Man-machine systems --- Operator-machine systems --- Engineering systems --- Commercial products --- New products --- Design, Industrial --- Mechanical drawing --- Design --- Design and construction --- Information Technology --- General and Others --- Chemistry --- Chemical Engineering --- Atomization --- Spraying --- Spraying. --- Atomization.

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Information [Traitement optique de l' ] --- Optical computing --- Optical data processing --- Optische gegevensverwerking --- Visual data processing --- 519.67 --- Bionics --- Electronic data processing --- Integrated optics --- Photonics --- Computers --- Machine, graphical and other methods of computational mathematics --- Optical equipment --- 519.67 Machine, graphical and other methods of computational mathematics --- Optical data processing. --- Optoelectronics --- Traitement optique de l'information --- Optoélectronique --- Traitement optique de l'information. --- Optoélectronique.

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Computer science --- Computer software --- Electronic digital computers --- 681.3*C10 --- Automatic digital computers --- Computers, Electronic digital --- Digital computers, Electronic --- Computers --- Hybrid computers --- Sequential machine theory --- Software, Computer --- Computer systems --- Computerwetenschap--?*C10