The traditional ādownload data ā train modelā workflow is outdated and risky
Ocean C2D has a solution!
Instead of moving the data to your model, Ocean C2D lets you send your ML/AI algorithm to the data in a secure, sandboxed environment, where only insights are returned
This is made possible by:
1. Containerised execution (e.g., Docker, Kubernetes) 2. On-chain access control (via data tokens) 3. Decentralised orchestration across compute providers via Ocean Nodes
Read how it bridges the gap between data privacy and AI utility:
It's a powerful, scriptable tool that lets you interact with Ocean core features. Hereās what you can do with it:
1. Publish data services - Create a Data NFT, datatoken, metadata DDO, and set a price in one go (whether itās a downloadable file or a Compute-to-Data service) 2. Update assets anytime - Easily edit metadata and pricing post-publish 3. Consume data assets - Order datatokens and download content with a single command 4. Enable Compute-to-Data - Using approved algorithms, launch decentralised compute jobs on your data.
To get started, clone the Ocean CLI repository, set your environment variables (e.g., PRIVATE_KEY, RPC, NODE_URL), and run commands using "npm run cli"
Ocean Protocol provides the tools to build responsibly:
1. Compute-to-Data - Run algorithms without exposing data 2. Data NFTs - Own, tokenize & monetize your datasets 3. Ocean Nodes - Decentralized, low-latency compute for AI at scale
Ocean Compute-to-Data lets AI models train on private data, without exposing the data
In sectors like Transportation & IoT, this unlocks powerful, privacy-preserving AI:
-Vehicles & sensors become secure Data Nodes -AI companies buy compute access, not raw data -Algorithms run at the source, insights only -C2D scales to thousands of nodes
Today's AI workloads, from large language models to generative video systems, require vast, scalable compute power
Ocean Nodes allows you to access a global network of CPUs and GPUs & enables you to train, fine-tune, and deploy models without exposing your sensitive data
Access more compute power, reduce costs, and maintain control over your data