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fast.ai provides free deep learning courses and the PyTorch-based open-source fastai library, aiming to lower the barrier to deep learning and help developers quickly build and deploy practical models.
fast.ai is a comprehensive platform that primarily offers free online deep learning courses and the PyTorch-based open-source fastai library, aiming to lower the barrier to learning and applying deep learning through hands-on resources.
The course is aimed at developers with some Python programming experience, does not require a deep mathematical background or high-end hardware, and uses a 'learn by doing' approach to understand concepts through code practice.
The fastai library is a high-level wrapper around PyTorch, providing a simpler API and built-in best practices, increasing development efficiency while preserving PyTorch flexibility.
The quickest way is to use the interactive notebook directly in Google Colab (switch to a GPU runtime); locally you can install via `pip install fastai` (it is recommended to install PyTorch first).
The core course Practical Deep Learning for Coders is completely free and covers practical content such as computer vision, natural language processing, tabular data analysis, recommender systems, and model deployment.
It mainly supports computer vision (CV), natural language processing (NLP), tabular data analysis, recommender systems, and time series analysis.