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Dive into Deep Learning

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About

Dive into Deep Learning is a comprehensive resource for deep learning enthusiasts and practitioners that merges theory with practical implementations. It covers a variety of topics within deep learning including neural networks for regression and classification, convolutional neural networks, recurrent neural networks, attention mechanisms, optimization algorithms, and various applications in computer vision and natural language processing. The book is designed with interactive Jupyter notebooks that allow users to modify code and experiment with deep learning concepts. It is supported by a vast community for discussions and learning, and is used in over 500 universities globally. Offering a range of implementations in popular frameworks such as PyTorch, MXNet, TensorFlow, and JAX, this resource stands out for providing both theoretical knowledge and hands-on experience in deep learning. The book is available online and can be utilized in platforms like Google Colab and Amazon SageMaker, making it accessible for hands-on learners.

Platform
Web
Keywords
nlpdeep learninginteractive learningcomputer visionneural networks
Task
learning resources
Features

supports community engagement

focus on both theory and practical applications

used in over 500 universities worldwide

adopts various deep learning frameworks

covers multiple deep learning topics

interactive learning with jupyter notebooks

Pricing Plans
Free
Free Plan

Interactive Jupyter Notebooks

Access to Community Discussions

Comprehensive Learning Materials

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