DeepSpeed vs. Determined AI Comparison


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About DeepSpeed is an open source deep learning optimization library for PyTorch. It's designed to reduce computing power and memory use, and to train large distributed models with better parallelism on existing computer hardware. DeepSpeed is optimized for low latency, high throughput training. DeepSpeed can train DL models with over a hundred billion parameters on the current generation of GPU clusters. It can also train up to 13 billion parameters in a single GPU. DeepSpeed is developed by Microsoft and aims to offer distributed training for large-scale models. It's built on top of PyTorch, which specializes in data parallelism.	About Distributed training without changing your model code, determined takes care of provisioning machines, networking, data loading, and fault tolerance. Our open source deep learning platform enables you to train models in hours and minutes, not days and weeks. Instead of arduous tasks like manual hyperparameter tuning, re-running faulty jobs, and worrying about hardware resources. Our distributed training implementation outperforms the industry standard, requires no code changes, and is fully integrated with our state-of-the-art training platform. With built-in experiment tracking and visualization, Determined records metrics automatically, makes your ML projects reproducible and allows your team to collaborate more easily. Your researchers will be able to build on the progress of their team and innovate in their domain, instead of fretting over errors and infrastructure.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Deep learning model developers	Audience Companies looking for an open source deep learning training platform that makes building models fast and easy
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Open source Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Microsoft Founded: 1975 United States www.deepspeed.ai/	Company Information Determined AI United States www.determined.ai/
Alternatives Horovod	Alternatives Comet
Unsloth	Gemini Enterprise Agent Platform Google
GPT-NeoX EleutherAI	ClearML
AWS Neuron Amazon Web Services	Ray Anyscale
Amazon SageMaker Model Training Amazon View All	TensorFlow View All
Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported	Categories AI Development Supported Artificial Intelligence Supported Deep Learning Supported ML Experiment Tracking Supported

Integrations Amazon S3 Not Supported Amazon SageMaker Not Supported Amazon Web Services (AWS) Not Supported Apache Airflow Not Supported Apache Spark Not Supported Axolotl Supported Cake AI Supported Comet LLM Supported Google Cloud Platform Not Supported Hadoop Not Supported MLflow Not Supported Nurix Supported Pachyderm Not Supported PyTorch Supported Python Supported Seldon Not Supported TensorFlow Not Supported Show More Integrations View All 6 Integrations	Integrations Amazon S3 Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported Apache Airflow Supported Apache Spark Supported Axolotl Not Supported Cake AI Not Supported Comet LLM Not Supported Google Cloud Platform Supported Hadoop Supported MLflow Supported Nurix Not Supported Pachyderm Supported PyTorch Not Supported Python Not Supported Seldon Supported TensorFlow Supported Show More Integrations View All 11 Integrations
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