PyTorch evolves as a key machine learning framework for AI development
PyTorch is an open-source machine learning framework created by Meta AI in 2016. It is known for its flexibility and ease of use, particularly in deep learning model development. In 2022, governance shifted to the PyTorch Foundation for independent, long-term development. The framework supports dynamic computation graphs, allowing real-time model changes and easier debugging. It is widely used in fields like computer vision and natural language processing. PyTorch is free to use, but running it on cloud services incurs costs. While PyTorch excels in research and experimentation, it is not designed for general-purpose programming. It requires knowledge of machine learning concepts, making it less suitable for beginners. TensorFlow remains the preferred choice for large-scale enterprise deployments.