Project Title

DeepLearningExamples — State-of-the-Art Deep Learning Scripts for NVIDIA GPUs

Overview

DeepLearningExamples is a repository of state-of-the-art deep learning scripts organized by models, designed for easy training and deployment on NVIDIA GPUs. It leverages the NVIDIA CUDA-X software stack to achieve reproducible accuracy and performance. The project stands out for its focus on enterprise-grade infrastructure and support for various deep learning models and frameworks.

Key Features

Supports NVIDIA Volta, Turing, and Ampere GPUs
Provides Docker containers with NVIDIA's deep learning software stack
Includes a variety of deep learning models and frameworks
Offers support for AMP, Multi-GPU, and TensorRT

Use Cases

Researchers and data scientists looking to train and deploy deep learning models on NVIDIA GPUs
Enterprises needing reproducible accuracy and performance for deep learning applications
Developers working with computer vision models, such as EfficientNet

Advantages

Utilizes NVIDIA's optimized deep learning software libraries for best performance
Provides a monthly updated Docker container for easy setup and deployment
Offers a wide range of state-of-the-art deep learning examples

Limitations / Considerations

The project is specifically designed for NVIDIA GPUs, limiting its use on other hardware
The license is currently unknown, which may affect its adoption in certain projects

TensorFlow: An open-source machine learning framework that also supports NVIDIA GPUs, but does not focus specifically on deep learning examples.
PyTorch: A popular deep learning framework that offers GPU support, but does not provide the same level of integration with NVIDIA's software stack as DeepLearningExamples.
MXNet: A deep learning framework that supports multiple languages and also provides GPU support, but lacks the specific focus on NVIDIA GPUs found in DeepLearningExamples.

Basic Information

GitHub: https://github.com/NVIDIA/DeepLearningExamples
Stars: 14,476
License: Unknown
Last Commit: 2025-09-10

📊 Project Information

Project Name: DeepLearningExamples
GitHub URL: https://github.com/NVIDIA/DeepLearningExamples
Programming Language: Jupyter Notebook
⭐ Stars: 14,476
🍴 Forks: 3,371
📅 Created: 2018-05-02
🔄 Last Updated: 2025-09-10

🏷️ Project Topics

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📚 Documentation

Monthly release notes

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DeepLearningExamples

Project Description