It explains how neural networks process data using tensors and tensor operations, and how they learn through gradient-based optimization and backpropagation. The material also introduces the Keras API built on TensorFlow, demonstrating how to build and train various model architectures for different tasks such as image classification, natural language processing, and timeseries forecasting, including techniques like data augmentation and transfer learning. Furthermore, it touches upon advanced computer vision topics like image segmentation, object detection, neural style transfer, and generative adversarial networks (GANs), alongside a discussion on best practices for model development, evaluation, and future directions in artificial intelligence focusing on abstraction and analogy-making.
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Published on 4 weeks, 2 days ago
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