Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Practical Computer Vision Applications Using Deep Learning with CNNs: With Detailed Examples in Python Using TensorFlow and Kivy

Buy
Deploy deep learning applications into production across multiple platforms. You will work on computer vision applications that use the convolutional neural network (CNN) deep learning model and Python. This book starts by explaining the traditional machine-learning pipeline, where you will analyze an image dataset. Along the way you will cover artificial neural networks (ANNs), building one from scratch in Python, before optimizing it using genetic algorithms. 


For automating the process, the book highlights the limitations of traditional hand-crafted features for computer vision and why the CNN deep-learning model is the state-of-art solution. CNNs are discussed from scratch to demonstrate how they are different and more efficient than the fully connected ANN (FCNN). You will implement a CNN in Python to give you a full understanding of the model.

After consolidating the basics, you will use TensorFlow to build a practical image-recognition model that you will deploy to a web server using Flask, making it accessible over the Internet. Using Kivy and NumPy, you will create cross-platform data science applications with low overheads.

This book will help you apply deep learning and computer vision concepts from scratch, step-by-step from conception to production. 

 
What You Will Learn 
  •  
  • Understand how ANNs and CNNs work 
  • Create computer vision applications and CNNs from scratch using Python
  • Follow a deep learning project from conception to production using TensorFlow
  • Use NumPy with Kivy to build cross-platform data science applications


Who This Book Is For
Data scientists, machine learning and deep learning engineers, software developers.
 
(HTML tags aren't allowed.)

Sudoku Programming with C
Sudoku Programming with C

Sudoku Programming with C teaches you how to write computer programs to solve and generate Sudoku puzzles. This is a practical book that will provide you with everything you need to write your own books of Sudoku Classic and Samurai puzzles. But be warned: after reading it, you'll discover that the puzzles in...

Spring Boot 2 Recipes: A Problem-Solution Approach
Spring Boot 2 Recipes: A Problem-Solution Approach
Solve all your Spring Boot 2 problems using complete and real-world code examples. When you start a new project, you’ll be able to copy the code and configuration files from this book, and then modify them for your needs. This can save you a great deal of work over creating a project from scratch.

Using a...
Design Patterns in Modern C++: Reusable Approaches for Object-Oriented Software Design
Design Patterns in Modern C++: Reusable Approaches for Object-Oriented Software Design
Apply modern C++17 to the implementations of classic design patterns. As well as covering traditional design patterns, this book fleshes out new patterns and approaches that will be useful to C++ developers. The author presents concepts as a fun investigation of how problems can be solved in different ways, along the way using varying...

Modern Algorithms for Image Processing: Computer Imagery by Example Using C#
Modern Algorithms for Image Processing: Computer Imagery by Example Using C#

Utilize modern methods for digital image processing and take advantage of the many time-saving templates provided for all of the projects in this book.

Modern Algorithms for Image Processing approaches the topic of image processing through teaching by example. Throughout the book, you will create projects...

Learning Bulma: Understand How to Develop Responsive, Mobile-first Websites Using This Impressive, Modern Framework
Learning Bulma: Understand How to Develop Responsive, Mobile-first Websites Using This Impressive, Modern Framework

Learn to use Bulma in your HTML file by applying easy-to-understand practical examples to create responsive and mobile-first websites.

Featuring  a step-by-step approach, this book encourages you to modify its code examples and review the changes produced in the output, to thereby reveal the subtle nuances of this...

Nginx: From Beginner to Pro
Nginx: From Beginner to Pro

Teaches you to start up Nginx and quickly take your expertise to a level where you can comfortably work with various aspects of the web server and make informed design decisions for your web farm. Nginx powers more than 40% of the top 1000 websites and is among the handful of web servers that can handle more than 10K simultaneous connections....

©2019 LearnIT (support@pdfchm.net) - Privacy Policy