Deep Learning Computer Vision Project
Minimum price
Suggested price

Deep Learning Computer Vision Project

Traffic Sign Detection & Recognition

About the Book

One of the fields that have been greatly influenced by convolutional neural networks is the automotive industry. Tasks such as pedestrian detection, car detection, traffic sign recognition, traffic light recognition and road scene understanding are rarely done using hand-crafted features anymore.

Designing, implementing and evaluating are crucial steps in developing a successful computer vision-based method. In order to design a neural network, one must have the basic knowledge about the underlying process of neural network and training algorithms. Implementing a neural network requires a deep knowledge about libraries that can be used for this purpose. Moreover, neural network must be evaluated quantitatively and qualitatively before using them in practical applications.

About the Author

Hisham El-Amir
Hisham El-Amir

Hisham Elamir is a data scientist with expertise in machine learning, deep learning, and statistics. He currently lives and works in Cairo, Egypt. In his work projects, he faces challenges ranging from natural language processing (NLP), behavioral analysis, and machine learning to distributed processing. He is very passionate about his job and always tries to stay updated about the latest developments in data science technologies, attending meet-ups, conferences, and other events.

Bundles that include this book

Bought separately
Bundle Price

Table of Contents

  • Chapter 1. A Gentle Introduction to Traffic Sign Detection and Recognition
    • 1.1 Introduction.
    • 1.2 Challenges.
    • 1.3 Previous Work.
      • 1.3.1 Template Matching.
      • 1.3.2 Hand-Crafted Features.
      • 1.3.3 Feature Learning.
      • 1.3.4 ConvNets.
    • 1.4 Summary.
  • Chapter 2. Pattern Classification
    • 2.1 Formulation.
      • 2.1.1 K-Nearest Neighbor.
    • 2.2 Linear Classifier.
      • 2.2.1 Training a Linear Classifier.
      • 2.2.2 Hinge Loss.
      • 2.2.3 Logistic Regression.
    • 2.3 Multiclass Classification.
      • 2.3.1 One Versus One.
      • 2.3.2 One Versus Rest.
      • 2.3.3 Multiclass Hinge Loss.
      • 2.3.4 Multinomial Logistic Function.
    • 2.4 Feature Extraction.
    • 2.5 Summary.
  • Chapter 3. Introduction to Neural Network
    • 3.1 Learning Φ(x).
    • 3.2 Artificial Neural Networks.
    • 3.3 Summary.

    The Leanpub 60 Day 100% Happiness Guarantee

    Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.

    Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.

    You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!

    So, there's no reason not to click the Add to Cart button, is there?

    See full terms...

    80% Royalties. Earn $16 on a $20 book.

    We pay 80% royalties. That's not a typo: you earn $16 on a $20 sale. If we sell 5000 non-refunded copies of your book or course for $20, you'll earn $80,000.

    (Yes, some authors have already earned much more than that on Leanpub.)

    In fact, authors have earnedover $12 millionwriting, publishing and selling on Leanpub.

    Learn more about writing on Leanpub

    Free Updates. DRM Free.

    If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).

    Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.

    Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.

    Learn more about Leanpub's ebook formats and where to read them

    Write and Publish on Leanpub

    You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!

    Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.

    Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.

    Learn more about writing on Leanpub