Computer Vision-Theory Projects in Python for Beginners

MP4 | h264, 1280×720 | Lang: English | Audio: aac, 44100 Hz | 26h 59m | 10.6 GB

What you’ll learn
• The introduction and importance of Computer Vision (CV).
• Why is CV such a popular field nowadays?
• The fundamental concepts from the absolute beginning with comprehensive unfolding with examples in Python.
• Practical explanation and live coding with Python.
• The concept of colored and black and white images with practice.
• Deep details of Computer Vision with examples of every concept from scratch.
• TensorFlow (Deep learning framework by Google).
• The use and applications of state-of-the-art Computer Vision (with implementations in state-of-the-art framework Numpy and TensorFlow).
• Theory and implementation of Panoramic images.
• Geometric transformations.
• Image Filtering with implementation in Python.
• Edge Detection, Shape Detection, and Corner Detection.
• Object Tracking and Object detection.
• 3D images.
• Building your own applications for change detection in the live feed of cameras by using Computer Vision Techniques using Python.
• Developing a complete project to make a very intelligent and efficient DVR using Python.

Requirements
• No prior knowledge is needed. You will start from the basics and slowly build your knowledge in computer vision.
• A willingness to learn and practice.
• Knowledge of Python will be a plus.
• Since we teach by practical implementations, practice is a must.
Description
Comprehensive Course Description:

Computer vision (CV), a subfield of computer science, focuses on replicating the complex functionalities of the human visual system. In the CV process, real-world images and videos are captured, processed, and analyzed to allow machines to extract contextual, useful information from the physical world.

Until recently, computer vision functioned in a limited capacity. But due to the recent innovations in artificial intelligence and deep learning, this field has made great leaps. Today, CV surpasses humans in most routine tasks connected with detecting and labeling objects.

The high-quality content of the Mastering Computer Vision from the Absolute Beginning Using Python course presents you with a great opportunity to learn and become an expert. You will learn the core concepts of the CV field. This course will also help you to understand the digital imaging process and identify the key application areas of CV. The course is:

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