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The Python AI Playbook. : Advanced Computer Vision with Pretrained Models.
Price: $8.99
(as of Dec 25,2024 12:55:55 UTC – Details)
ASIN : B0DPJ9JYZ3
Publication date : December 2, 2024
Language : English
File size : 599 KB
Text-to-Speech : Enabled
Screen Reader : Supported
Enhanced typesetting : Enabled
X-Ray : Not Enabled
Word Wise : Not Enabled
Print length : 104 pages
Page numbers source ISBN : B0DPJW8Q76
In this post, we will delve into the world of advanced computer vision with pretrained models using Python. Computer vision is a rapidly growing field in artificial intelligence, with applications ranging from facial recognition to self-driving cars.
By utilizing pretrained models, we can leverage the power of deep learning without having to train a model from scratch. This not only saves time and resources but also allows us to achieve impressive results with minimal effort.
In this playbook, we will cover the following topics:
1. Introduction to pretrained models: We will explore what pretrained models are, how they work, and why they are beneficial for computer vision tasks.
2. Using pretrained models in Python: We will walk through how to load pretrained models in Python using popular libraries such as TensorFlow and PyTorch.
3. Fine-tuning pretrained models: We will discuss how to fine-tune pretrained models on custom datasets to improve their performance on specific tasks.
4. Transfer learning: We will explore transfer learning, a technique that allows us to adapt pretrained models to new tasks with minimal training data.
5. Case studies: We will showcase real-world examples of using pretrained models for advanced computer vision tasks, such as object detection, image classification, and image segmentation.
By the end of this playbook, you will have a solid understanding of how to leverage pretrained models for advanced computer vision tasks in Python. So grab your Python IDE and let’s dive into the world of AI-powered computer vision!
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