AI Course Fundamental | Computer Vision by Diljeet Singh | Learn Smarter
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Computer Vision

Computer Vision

Computer Vision is a crucial branch of artificial intelligence focused on enabling machines to interpret visual information. It encompasses tasks such as image classification, object detection, and face recognition, utilizing techniques ranging from traditional feature extraction to modern deep learning methods. The versatility of computer vision finds applications in diverse fields such as transportation, healthcare, and retail.

9 sections

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Sections

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  1. 9
    Computer Vision

    Computer Vision empowers machines to interpret visual information,...

  2. 9.1
    Introduction To Computer Vision

    Computer Vision is a branch of AI focused on enabling machines to interpret...

  3. 9.2
    Image Classification And Object Detection

    Image classification and object detection are crucial components of computer...

  4. 9.2.1
    Image Classification

    Image classification involves assigning labels to entire images based on...

  5. 9.2.2
    Object Detection

    Object detection involves locating and classifying objects within an image,...

  6. 9.3
    Face Recognition

    Face recognition is the process of identifying or verifying individuals...

  7. 9.4
    Real-World Applications Of Computer Vision

    This section explores various practical applications of computer vision,...

  8. 9.4.1
    Self-Driving Cars

    Self-driving cars utilize computer vision to navigate roads by detecting...

  9. 9.4.2
    Other Applications

    This section explores various real-world applications of computer vision...

What we have learnt

  • Computer Vision allows machines to understand images and video content.
  • Deep learning significantly enhances image classification and object detection techniques.
  • Computer vision applications span various sectors, including autonomous vehicles and medical imaging.

Key Concepts

-- Image Classification
The process of assigning a label to an entire image based on its content.
-- Object Detection
A more advanced technique that identifies and locates objects within images and returns bounding boxes with labels and confidence scores.
-- Face Recognition
A technology used to identify or verify individuals by analyzing their facial features.
-- Deep Learning
A subset of machine learning that employs neural networks to analyze data and recognize patterns.
-- CNN (Convolutional Neural Networks)
A class of deep neural networks used primarily for processing structured grid data like images.

Additional Learning Materials

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