Pattern Recognition Programming

Rajalingappaa,shanmugamani's Deep Learning for Computer Vision PDF

By Rajalingappaa,shanmugamani

ISBN-10: 1788295625

ISBN-13: 9781788295628

Key Features

  • Train effective deep studying versions to resolve diverse difficulties in desktop imaginative and prescient with the aid of this entire guide
  • Perform item detection, photo type and extra, through combining the ability of Python, Keras and Tensorflow
  • Contains sensible examples utilizing real-world datasets to use the options of deep studying to numerous laptop imaginative and prescient algorithms

Book Description

This e-book won't educate you what you know – it at once jumps directly to readying the surroundings required to coach effective deep studying types for a plethora of desktop imaginative and prescient projects similar to item popularity, photo class and have detection. within the technique, you are going to leverage the facility of Python, renowned Deep studying frameworks similar to Keras and Tensorflow. you'll enforce the typical architectures of deep studying comparable to convolutional neural networks, recurrent neural networks to paintings in your picture facts, with this book.

By the top of the publication, you can be convinced to advance and educate your personal deep studying types and use them to resolve your computing device imaginative and prescient problems.

What you are going to learn

  • Setup up the surroundings for keras and tensorflow
  • Train a puppy category challenge whereas education the 1st deep studying model
  • Use a pre-trained version for snapshot retrieval challenge via knowing the deeper layers of a model
  • Learn concerning the ideas on hand of item detection and teach a pedestrian detection to appreciate the nuances
  • Learn approximately losses for similarity studying and a educate a version for face recognition
  • Train a version which can caption pictures by way of education photograph in addition to text
  • Advance the data by means of studying Generative adverse Networks and teach a version which can generate images
  • Explore video type challenge and relate video to images
  • Learn tips to set up the proficient versions throughout platforms

About the Author

Rajalingappaa is at present operating as a desktop studying specialist at SAP Innovation heart community. formerly, he has labored/ consulted at quite a few startups for constructing computing device imaginative and prescient items. He has a Masters from Indian Institute of know-how – Madras the place his thesis used to be in line with purposes of desktop imaginative and prescient in undefined. He has released few papers within the similar area.

https://www.linkedin.com/in/rajacheers/

http://www.sciencedirect.com/science/article/pii/S0263224114004734

http://www.sciencedirect.com/science/article/pii/S0263224114002152

http://www.tandfonline.com/doi/abs/10.1080/16864360.2014.863501

https://hasjob.co/icecreamlabs.com/k1fcg

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Deep Learning for Computer Vision by Rajalingappaa,shanmugamani


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