IBM Distributed AI APIs vs. Nebius vs. Python Comparison


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About Distributed AI is a computing paradigm that bypasses the need to move vast amounts of data and provides the ability to analyze data at the source. Distributed AI APIs built by IBM Research is a set of RESTful web services with data and AI algorithms to support AI applications across hybrid cloud, distributed, and edge computing environments. Each Distributed AI API addresses the challenges in enabling AI in distributed and edge environments with APIs. The Distributed AI APIs do not focus on the basic requirements of creating and deploying AI pipelines, for example, model training and model serving. You would use your favorite open-source packages such as TensorFlow or PyTorch. Then, you can containerize your application, including the AI pipeline, and deploy these containers at the distributed locations. In many cases, it’s useful to use a container orchestrator such as Kubernetes or OpenShift operators to automate the deployment process.	About Training-ready platform with NVIDIA® H100 Tensor Core GPUs. Competitive pricing. Dedicated support. Built for large-scale ML workloads: Get the most out of multihost training on thousands of H100 GPUs of full mesh connection with latest InfiniBand network up to 3.2Tb/s per host. Best value for money: Save at least 50% on your GPU compute compared to major public cloud providers*. Save even more with reserves and volumes of GPUs. Onboarding assistance: We guarantee a dedicated engineer support to ensure seamless platform adoption. Get your infrastructure optimized and k8s deployed. Fully managed Kubernetes: Simplify the deployment, scaling and management of ML frameworks on Kubernetes and use Managed Kubernetes for multi-node GPU training. Marketplace with ML frameworks: Explore our Marketplace with its ML-focused libraries, applications, frameworks and tools to streamline your model training. Easy to use. We provide all our new users with a 1-month trial period.	About The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Python can be easy to pick up whether you're a first-time programmer or you're experienced with other languages. The following pages are a useful first step to get on your way to writing programs with Python! The community hosts conferences and meetups to collaborate on code, and much more. Python's documentation will help you along the way, and the mailing lists will keep you in touch. The Python Package Index (PyPI) hosts thousands of third-party modules for Python. Both Python's standard library and the community-contributed modules allow for endless possibilities.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Developers interested in a solution offering data and AI algorithms to support their AI applications	Audience Founders of AI startups, ML engineers, MLOps engineers, and any roles interested in optimizing compute resources for their AI/ML tasks	Audience Developers interested in a beautiful but advanced programming language
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API	API Offers API
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Pricing No information available. Free Version Free Trial	Pricing $2.66/hour Free Version Free Trial	Pricing Free Free Version Free Trial
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Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information IBM United States developer.ibm.com/apis/catalog/edgeai--distributed-ai-apis/Introduction/	Company Information Nebius Founded: 2022 Netherlands nebius.ai/	Company Information Python Founded: 1991 www.python.org
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Categories AI/ML Model Training Artificial Intelligence (AI) APIs	Categories AI Image Generators AI Inference AI Infrastructure AI/ML Model Training Cloud GPU Cloud Service Providers Data Preparation LLM API Machine Learning Object Storage Virtual Private Cloud (VPC)	Categories Programming Languages

Integrations Bayesforge Betteromics CZ CELLxGENE Discover Cloud Custodian E6 TRITIUM Fine Gemma 3 GlassFlow Lexalytics McAnswers AI Notepad++ Qualcomm AI Inference Suite Queue-Fair RadSystems RankLLM Splash AI StarCoder c/ua dedupe python-docx Show More Integrations View All 4 Integrations	Integrations Bayesforge Betteromics CZ CELLxGENE Discover Cloud Custodian E6 TRITIUM Fine Gemma 3 GlassFlow Lexalytics McAnswers AI Notepad++ Qualcomm AI Inference Suite Queue-Fair RadSystems RankLLM Splash AI StarCoder c/ua dedupe python-docx Show More Integrations View All 2 Integrations	Integrations Bayesforge Betteromics CZ CELLxGENE Discover Cloud Custodian E6 TRITIUM Fine Gemma 3 GlassFlow Lexalytics McAnswers AI Notepad++ Qualcomm AI Inference Suite Queue-Fair RadSystems RankLLM Splash AI StarCoder c/ua dedupe python-docx Show More Integrations View All 1211 Integrations
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