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Artificial Intelligence
PyTorch
PyTorch is an open-source deep learning framework developed by Meta, widely used in research and production.
Definition
PyTorch is an open-source machine learning framework developed by Meta's AI Research lab (FAIR). It is the most popular deep learning framework in research, used by 80% of published ML papers. Key features: (1) Dynamic computational graphs — easier debugging, (2) GPU acceleration via CUDA, (3) Distributed training — DistributedDataParallel, FSDP, (4) TorchServe — model serving, (5) TorchDynamo — graph compilation. Harch Corp provides pre-built PyTorch environments on GPU cloud, optimized for H100/H200 with the latest CUDA versions.
Related Keywords
pytorchdeep learning frameworkai frameworkmachine learning pytorch
Related Terms
AI Training
AI training is the process of optimizing model parameters using labeled data and compute resources.
Kubernetes
Kubernetes is an open-source container orchestration platform for deploying and scaling applications.
GPU Cloud
GPU cloud is a cloud computing service that provides access to graphics processing units (GPUs) on-demand for AI, ML, and HPC workloads.