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Fix #1334: Challenges: should be in Data Science not User Guides
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@ -55,6 +55,8 @@ redirects:
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building-with-ocean/contributing/code-of-conduct: contribute/code-of-conduct.md
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building-with-ocean/contributing/legal-reqs: contribute/legal-reqs.md
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building-with-ocean/projects-using-ocean: contribute/projects-using-ocean.md
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user-guides/join-a-data-challenge: data-science/join-a-data-challenge.md
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user-guides/sponsor-a-data-challenge: data-science/sponsor-a-data-challenge.md
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api-references: developers/README.md
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api-references/aquarius-rest-api: developers/aquarius/asset-requests.md
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api-references/provider-rest-api: developers/provider/general-endpoints.md
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@ -26,8 +26,6 @@
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- [Azure Cloud](user-guides/asset-hosting/azure-cloud.md)
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- [Google Storage](user-guides/asset-hosting/google-storage.md)
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- [Github](user-guides/asset-hosting/github.md)
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- [Join a Data Challenge](user-guides/join-a-data-challenge.md)
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- [Sponsor a Data Challenge](user-guides/sponsor-a-data-challenge.md)
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- [Liquidity Pools \[deprecated\]](user-guides/remove-liquidity-pools.md)
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- [💻 Developers](developers/README.md)
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- [Architecture Overview](developers/architecture.md)
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@ -105,6 +103,8 @@
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- [Ocean Assets Tech Details](data-science/ocean.py/ocean-assets-tech-details.md)
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- [Ocean Compute Tech Details](data-science/ocean.py/ocean-compute-tech-details.md)
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- [Datatoken Interface Tech Details](data-science/ocean.py/datatoken-interface-tech-details.md)
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- [Join a Data Challenge](data-science/join-a-data-challenge.md)
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- [Sponsor a Data Challenge](data-science/sponsor-a-data-challenge.md)
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- [Data Value-Creation Loop](data-science/the-data-value-creation-loop.md)
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- [What data is valuable?](data-science/data-engineers.md)
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* [👀 Predictoor](predictoor/README.md)
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@ -9,7 +9,7 @@ coverY: 0
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### How does Ocean benefit data scientists?
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It offers three main benefits:
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- **Earn.** You can earn $ by doing crypto price predictions via [Predictoor](../predictoor/README.md), by curating data in [Data Farming](../data-farming/README.md), by doing [data challenges](../user-guides/join-a-data-challenge.md), and by selling data & models.
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- **Earn.** You can earn $ by doing crypto price predictions via [Predictoor](../predictoor/README.md), by curating data in [Data Farming](../data-farming/README.md), competing in a [data challenge](join-a-data-challenge.md), and by selling data & models.
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- **More Data.** Use [Compute-to-Data](../developers/compute-to-data/README.md) to access private data to run your AI modeling algorithms against, data which was previously inaccessible. Browse [Ocean Market](https://market.oceanprotocol.com) and other Ocean-powered markets to find more data to improve your AI models.
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- **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!
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@ -19,7 +19,7 @@ Here are the most relevant Ocean tools to work with:
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- The **[ocean.py](ocean.py/README.md)** 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.
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- Predictoor's **[pdr-backend repo](https://github.com/oceanprotocol/pdr-backend)** has Python-based tools to run bots for crypto prediction or trading.
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- And any of the other Ocean tools documented here as well:)
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- **[Compete in a data challenge](join-a-data-challenge.md)**, or [sponsor one](sponsor-a-data-challenge.md).
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### Are there mental models for earning $ in data?
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@ -16,7 +16,7 @@ But even then, it's not enough to just publish useful data on Ocean. **You need
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If you're still encountering challenges in generating income, don't worry! You can enter one of the [data challenges](https://oceanprotocol.com/challenges) to make sweet OCEAN rewards and build your data science skills.
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But what if you're a well-heeled company looking to create dApps or source data predictions? You can kickstart the value creation loop by working with Ocean Protocol to [sponsor a data challenge](../user-guides/sponsor-a-data-challenge.md).
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But what if you're a well-heeled company looking to create dApps or source data predictions? You can kickstart the value creation loop by working with Ocean Protocol to [sponsor a data challenge](sponsor-a-data-challenge.md).
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### What data could be useful for dApp builders?
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