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by Zoe Hollow (Author)
Unlock the potential of AI in image recognition with this beginner-friendly guide. Designed for those new to the field, this book covers essential concepts like how computers interpret images, the types of data involved, and the basic pipeline of computer vision systems. You'll learn practical steps to prepare and organize image data, understand key machine learning principles, and explore foundational neural network architectures. The book also introduces techniques for training robust models, leveraging existing models through transfer learning, and evaluating performance. With clear explanations and accessible guidance, you'll gain the confidence to build your own image recognition systems and understand their real-world applications.
- Understand how computers analyze and interpret images
- Learn to prepare and label image datasets effectively
- Explore fundamental neural network architectures for vision tasks
- Discover techniques to improve model accuracy and robustness
- Gain insights into deploying AI-powered image recognition systems responsibly
Empower your journey into AI with practical skills and foundational knowledge.
