docs/data-scientists

description	cover	coverY
Earn $, track data & compute provenance, and get more data	../.gitbook/assets/cover/data_scientists_banner.png	0

📊 Data Scientists

How does Ocean benefit data scientists?

It offers three main benefits:

• Earn. You can earn $ by doing crypto price predictions via Predictoor, by curating data in Data Farming, competing in a data challenge, and by selling data & models.
• More Data. Use Compute-to-Data to access private data to run your AI modeling algorithms against, data which was previously inaccessible. Browse Ocean Market and other Ocean-powered markets to find more data to improve your AI models.
• Provenance. The acts of publishing data, purchasing data, and consuming data are all recorded on the blockchain to make a tamper-proof audit trail. Know where your AI training data came from!

How do data scientists start using Ocean?

Here are the most relevant Ocean tools to work with:

• The ocean.py library is built for the key environment of data scientists: Python. It can simply be imported alongside other Python data science tools like numpy, matplotlib, scikit-learn and tensorflow. You can use it to publish & sell data assets, buy assets, transfer ownership, and more.
• Predictoor's pdr-backend repo has Python-based tools to run bots for crypto prediction or trading.
• Compete in a data challenge, or sponsor one.

Are there mental models for earning $ in data?

Yes. This section has two other pages which elaborate:

• The Data Value Creation Loop lays out the life cycle of data, and how to focus towards high-value use cases.
• What data is valuable helps think about pricing data.

Further resources

The blog post "How Ocean Can Benefit Data Scientists" elaborates further on the benefits of more data, provenance, and earning.