What is PyTorch?
PyTorch is an open-source machine learning framework widely used for developing and training deep learning models. It provides a flexible and dynamic computational graph, making it easier for researchers and developers to experiment and iterate quickly. PyTorch is particularly popular for tasks like computer vision, natural language processing, and reinforcement learning. Key features of PyTorch include: Tensor Computation: Similar to NumPy, but with strong GPU acceleration. Dynamic Neural Networks: Allows for dynamic computation graphs, enabling flexibility in model design. TorchScript: Facilitates transitioning between eager execution and graph execution for production. Distributed Training: Supports scalable training across multiple GPUs or nodes. Rich Ecosystem: Includes libraries like TorchVision (for image processing), TorchText (for NLP), and TorchAudio (for audio processing).