Download E-books Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques for Building Intelligent Systems PDF

Learn how one can use desktop studying on your initiatives utilizing real production-ready python frameworks, specifically Python Scikit-Learn (for so much code) and TensorFlow (for neural nets).

This publication favors a pragmatic technique utilizing real-life production-ready instruments, and it builds up instincts quick utilizing concrete examples and minimum idea (avoiding spending an excessive amount of time on over the top thought and pointless information of each algorithm).

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Download E-books Calculus for Cognitive Scientists: Derivatives, Integrals and Models (Cognitive Science and Technology) PDF

This ebook presents a self-study application on how arithmetic, computing device technology and technological know-how will be usefully and seamlessly intertwined. studying to exploit principles from arithmetic and computation is vital for realizing techniques to cognitive and organic technology. As such the publication covers calculus on one variable and variables and works via a couple of attention-grabbing first-order ODE versions. It truly makes use of MatLab in computational workouts the place the types can't be solved by way of hand, and likewise is helping readers to appreciate that approximations reason blunders – a proven fact that should always be saved in brain.

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Download E-books Three-Dimensional Computer Vision (Artificial Intelligence) PDF

By Olivier Faugeras

This monograph via one of many world's prime imaginative and prescient researchers offers an intensive, mathematically rigorous exposition of a huge and important sector in laptop imaginative and prescient: the issues and methods on the topic of third-dimensional (stereo) imaginative and prescient and movement. The emphasis is on utilizing geometry to resolve difficulties in stereo and movement, with examples from navigation and item recognition.Faugeras takes up such very important difficulties in desktop imaginative and prescient as projective geometry, digital camera calibration, area detection, stereo imaginative and prescient (with many examples on actual images), other kinds of representations and differences (especially 3-D rotations), uncertainty and techniques of addressing it, and item illustration and popularity. His theoretical account is illustrated with the result of genuine operating programs.Three-Dimensional desktop imaginative and prescient proposes recommendations to difficulties bobbing up from a particular robotics situation within which a approach needs to understand and act. relocating approximately an unknown setting, the approach has to prevent static and cellular hindrances, construct versions of gadgets and areas so one can have the ability to realize and find them, and signify its personal movement and that of relocating items, through offering descriptions of the corresponding third-dimensional motions. the information generated, despite the fact that, can be utilized detached settings, leading to a common publication on computing device imaginative and prescient that unearths the interesting courting of 3-dimensional geometry and the imaging process.Olivier Faugeras is examine Director of the pc imaginative and prescient and Robotics Laboratory at INRIA Sophia-Antipolis and a Professor of utilized arithmetic on the Ecole Polytechnique in Paris.

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Download E-books Computer Vision -- ECCV 2014: 13th European Conference, Zurich, Switzerland, September 6-12, 2014, Proceedings, Part V (Lecture Notes in Computer Science) PDF

The seven-volume set comprising LNCS volumes 8689-8695 constitutes the refereed court cases of the thirteenth ecu convention on computing device imaginative and prescient, ECCV 2014, held in Zurich, Switzerland, in September 2014. The 363 revised papers awarded have been rigorously reviewed and chosen from 1444 submissions. The papers are prepared in topical sections on monitoring and task attractiveness; acceptance; studying and inference; constitution from movement and have matching; computational images and low-level imaginative and prescient; imaginative and prescient; segmentation and saliency; context and 3D scenes; movement and 3D scene research; and poster periods.

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Download E-books Efficient Visual Recognition Using the Hausdorff Distance (Lecture Notes in Computer Science) PDF

By William Rucklidge

This publication offers the theoretical facets and functional improvement of a working laptop or computer imaginative and prescient procedure for looking a picture for a detailed version item; the program is trustworthy, tolerates imperfections within the picture and version, and is quickly adequate for real-world applications.
A variety of seek options are evaluated. The services of the author's picture seek method are tested on a number of examples, and functions utilizing it to trace relocating items and navigate cellular robots are proven. This booklet is key interpreting for anyone attracted to model-based item reputation.

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Download E-books Bildverarbeitung und Objekterkennung: Computer Vision in Industrie und Medizin (German Edition) PDF

Dieses Buch erläutert, wie Informationen automatisch aus Bildern extrahiert werden. Mit dieser sehr aktuellen Frage beschäftigt sich das Buch mittels eines Streifzuges durch die Bildverarbeitung. Dabei werden sowohl die mathematischen Grundlagen vieler Verfahren der 2nd- und 3D-Bildanalyse vermittelt als auch deren Nutzen anhand von Problemstellungen aus vielen Bereichen (Medizin, industrielle Bildverarbeitung, Objekterkennung) erläutert. Das Buch eignet sich sowohl für Studierende der Informatik, Mathematik und Ingenieurwissenschaften als auch für Anwender aus der industriellen Bildverarbeitung.

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Download E-books Statistical Optimization for Geometric Computation: Theory and Practice (Dover Books on Mathematics) PDF

This textual content for graduate scholars discusses the mathematical foundations of statistical inference for construction third-dimensional types from photo and sensor information that include noise--a activity concerning independent robots guided through video cameras and sensors.
The textual content employs a theoretical accuracy for the optimization approach, which maximizes the reliability of estimations in keeping with noise information. the varied mathematical must haves for constructing the theories are defined systematically in separate chapters. those equipment variety from linear algebra, optimization, and geometry to an in depth statistical thought of geometric styles, becoming estimates, and version choice. additionally, examples drawn from either man made and actual facts reveal the insufficiencies of traditional techniques and the advancements in accuracy that outcome from using optimum methods.

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Download E-books Digital Image Processing: Piks Scientific Inside PDF

This fourth variation is up to date to account for brand new advancements considering 2000. furthermore its accompanying software program relies on piks clinical instead of piks center. The cd includes all the contents of a 500 web page piks clinical software program handbook constructed by means of the writer, as well as the executable piks clinical software program. this can be a nice worth to the customer who should be in a position to gather a whole function software program package deal for the cost of the publication - a fragment of the economic package deal. half 1 non-stop photo characterization. half 2 electronic photograph characterization. half three discrete two-dimensional processing. half four snapshot development. half five photograph research. half 6 photo processing software program.

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Download E-books Introduction to Data Science: A Python Approach to Concepts, Techniques and Applications (Undergraduate Topics in Computer Science) PDF

By Laura Igual, Santi Seguí, Jordi Vitrià, Eloi Puertas, Petia Radeva, Oriol Pujol, Sergio Escalera, Francesc Dantí, Lluís Garrido

This obtainable and classroom-tested textbook/reference provides an creation to the basics of the rising and interdisciplinary box of knowledge technology. The assurance spans key recommendations followed from facts and computing device studying, helpful strategies for graph research and parallel programming, and the sensible software of knowledge technology for such projects as development recommender platforms or acting sentiment research. subject matters and contours: offers a variety of useful case experiences utilizing real-world facts in the course of the ebook; helps realizing via hands-on adventure of fixing information technological know-how difficulties utilizing Python; describes innovations and instruments for statistical research, computer studying, graph research, and parallel programming; reports a number functions of knowledge technology, together with recommender platforms and sentiment research of textual content facts; presents supplementary code assets and knowledge at an linked website.

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Download E-books A Practical Introduction to Computer Vision with OpenCV (Wiley-IS&T Series in Imaging Science and Technology) PDF

By Kenneth Dawson-Howe

Explains the speculation at the back of easy desktop imaginative and prescient and offers a bridge from the speculation to useful implementation utilizing the average OpenCV libraries

Computer imaginative and prescient is a quickly increasing region and it really is changing into steadily more straightforward for builders to use this box as a result of prepared availability of top quality libraries (such as OpenCV 2).  this article is meant to facilitate the sensible use of desktop imaginative and prescient with the aim being to bridge the distance among the idea and the sensible implementation of desktop imaginative and prescient. The publication will clarify the right way to use the suitable OpenCV library workouts and should be observed by way of a whole operating application together with the code snippets from the textual content. This textbook is a seriously illustrated, sensible advent to an exhilarating box, the functions of that are turning into nearly ubiquitous.  we're now surrounded by means of cameras, for instance cameras on pcs & capsules/  cameras equipped into our cellphones/  cameras in video games consoles; cameras imaging tough modalities (such as ultrasound, X-ray, MRI) in hospitals, and surveillance cameras. This ebook is anxious with supporting the following iteration of desktop builders to use some of these photographs with the intention to improve structures that are extra intuitive and engage with us in additional clever ways. 

  • Explains the speculation in the back of simple laptop imaginative and prescient and gives a bridge from the idea to functional implementation utilizing the usual OpenCV libraries
  • Offers an creation to laptop imaginative and prescient, with sufficient concept to clarify how many of the algorithms paintings yet with an emphasis on functional programming issues
  • Provides adequate fabric for a one semester direction in laptop imaginative and prescient at senior undergraduate and Masters levels 
  • Includes the fundamentals of cameras and photographs and picture processing to take away noise, sooner than relocating directly to themes resembling photograph histogramming; binary imaging; video processing to discover and version relocating items; geometric operations & digicam types; part detection; good points detection; acceptance in images
  • Contains a great number of imaginative and prescient program difficulties to supply scholars with the chance to resolve genuine difficulties. photographs or movies for those difficulties are supplied within the assets linked to this e-book which come with an more desirable eBook

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