Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python

Singh, Himanshu (Author)

  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-1
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-2
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-3
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-4
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-5
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-6
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-7
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-8
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-9
  • Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-10
Practical Machine Learning and Image Processing: For Facial Recognition, Object Detection, and Pattern Recognition Using Python -preview-1

買這商品的人也買了...

商品描述

Gain insights into image-processing methodologies and algorithms, using machine learning and neural networks in Python. This book begins with the environment setup, understanding basic image-processing terminology, and exploring Python concepts that will be useful for implementing the algorithms discussed in the book. You will then cover all the core image processing algorithms in detail before moving onto the biggest computer vision library: OpenCV. You’ll see the OpenCV algorithms and how to use them for image processing. 

 

The next section looks at advanced machine learning and deep learning methods for image processing and classification. You’ll work with concepts such as pulse coupled neural networks, AdaBoost, XG boost, and convolutional neural networks for image-specific applications. Later you’ll explore how models are made in real time and then deployed using various DevOps tools. 

 

All the concepts in Practical Machine Learning and Image Processing are explained using real-life scenarios. After reading this book you will be able to apply image processing techniques and make machine learning models for customized application.

 

What You Will Learn

  • Discover image-processing algorithms and their applications using Python
  • Explore image processing using the OpenCV library
  • Use TensorFlow, scikit-learn, NumPy, and other libraries
  • Work with machine learning and deep learning algorithms for image processing
  • Apply image-processing techniques to five real-time projects

商品描述(中文翻譯)

深入了解使用Python中的機器學習和神經網絡的圖像處理方法和算法。本書首先介紹環境設置,理解基本的圖像處理術語,並探索在書中討論的算法實現所需的Python概念。然後,您將詳細介紹所有核心圖像處理算法,然後轉向最大的計算機視覺庫:OpenCV。您將看到OpenCV算法以及如何使用它們進行圖像處理。

下一部分介紹了用於圖像處理和分類的高級機器學習和深度學習方法。您將使用脈衝耦合神經網絡、AdaBoost、XG boost和卷積神經網絡等概念進行工作,以應用於圖像的特定應用。稍後,您將探索如何實時製作模型,然後使用各種DevOps工具部署。

《實用機器學習和圖像處理》中的所有概念都是通過實際情境來解釋的。閱讀本書後,您將能夠應用圖像處理技術並為定制應用程序製作機器學習模型。

您將學到什麼:
- 使用Python發現圖像處理算法及其應用
- 使用OpenCV庫進行圖像處理
- 使用TensorFlow、scikit-learn、NumPy和其他庫
- 使用機器學習和深度學習算法進行圖像處理
- 將圖像處理技術應用於五個實時項目中

作者簡介

Himanshu Singh has more than five years of experience as a data science professional. Currently he is senior data scientist at Unify Technologies Private Limited. He gives corporate training on data science, ML, and DL. He's also a visiting faculty for analytics at the Narsee Monjee Institute of Management Studies, considered one of the premium management institutes in India. He is founder of Black Feathers Analytics and Rise of Literati Clubs.

作者簡介(中文翻譯)

Himanshu Singh擁有超過五年的數據科學專業經驗。目前他是Unify Technologies Private Limited的高級數據科學家。他提供關於數據科學、機器學習和深度學習的企業培訓。他還是Narsee Monjee Institute of Management Studies的分析學訪問教授,該學院被認為是印度頂尖的管理學院之一。他是Black Feathers Analytics和Rise of Literati Clubs的創始人。