From 37d2ec8c281c2df5ef33b50b7b497ab07473fdfa Mon Sep 17 00:00:00 2001
From: Veronica Manuel <veronica@oceanprotocol.com>
Date: Wed, 31 May 2023 00:11:40 +0000
Subject: [PATCH] GITBOOK-361: change request with no subject merged in GitBook

---
 .gitbook/assets/morpheus-challenge.gif        | Bin 0 -> 2351284 bytes
 .gitbook/assets/welcome-to-my-dojo.gif        | Bin 0 -> 2085326 bytes
 README.md                                     |   2 +-
 SUMMARY.md                                    |   7 +++--
 data-science/data-challenges/README.md        |  13 ---------
 .../hosting-a-data-challenge.md               |   4 ++-
 .../participating-in-a-data-challenge.md      |  25 +++++++++++++++---
 7 files changed, 28 insertions(+), 23 deletions(-)
 create mode 100644 .gitbook/assets/morpheus-challenge.gif
 create mode 100644 .gitbook/assets/welcome-to-my-dojo.gif
 delete mode 100644 data-science/data-challenges/README.md

diff --git a/.gitbook/assets/morpheus-challenge.gif b/.gitbook/assets/morpheus-challenge.gif
new file mode 100644
index 0000000000000000000000000000000000000000..10e17cc2687b9e4e7508c590d85c7528315271d6
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diff --git a/README.md b/README.md
index 0cb911a2..a9af2aa5 100644
--- a/README.md
+++ b/README.md
@@ -7,4 +7,4 @@ layout: landing
 
 # đź‘‹ Welcome
 
-<table data-view="cards"><thead><tr><th data-type="content-ref"></th><th></th><th data-hidden data-type="files"></th><th data-hidden data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><a href="discover/">discover</a></td><td>Learn how Ocean Protocol transforms data sharing and monetization with its powerful Web3 open-source tools.</td><td></td><td></td><td><a href="discover/">discover</a></td><td><a href=".gitbook/assets/cover/discover_card (1).png">discover_card (1).png</a></td></tr><tr><td><a href="user-guides/">user-guides</a></td><td>Follow our step-by-step instructions to unleash the power of Ocean Protocol tech without writing one line of code!</td><td></td><td></td><td><a href="user-guides/">user-guides</a></td><td><a href=".gitbook/assets/cover/user_guides_card (1).png">user_guides_card (1).png</a></td></tr><tr><td><a href="developers/">developers</a></td><td>Find APIs, libraries, and other tools to build awesome dApps or integrate with the Ocean Protocol ecosystem.</td><td></td><td></td><td><a href="developers/">developers</a></td><td><a href=".gitbook/assets/cover/developer_tutorials_card.png">developer_tutorials_card.png</a></td></tr><tr><td><a href="data-science/">data-science</a></td><td>Content to excite and engage all data scientists and machine learning experts discovering Ocean Protocol.</td><td></td><td></td><td><a href="data-science/">data-science</a></td><td><a href=".gitbook/assets/cover/data_science_card.png">data_science_card.png</a></td></tr><tr><td><a href="infrastructure/">infrastructure</a></td><td>For software architects and developers - deploy your own components on the Ocean Protocol network.</td><td></td><td></td><td><a href="infrastructure/">infrastructure</a></td><td><a href=".gitbook/assets/cover/infrastructure_card.png">infrastructure_card.png</a></td></tr><tr><td><a href="defi/">defi</a></td><td>Get creative capitalizing with Ocean Protocol tools in a variety of DeFi (Decentralized Finance) applications.</td><td></td><td></td><td><a href="defi/">defi</a></td><td><a href=".gitbook/assets/cover/defi_card.png">defi_card.png</a></td></tr><tr><td><a href="rewards/">rewards</a></td><td>Explore how you can earn OCEAN rewards by Data Farming and publishing your assets the Ocean Market.</td><td></td><td></td><td><a href="rewards/">rewards</a></td><td><a href=".gitbook/assets/cover/rewards_card (1).png">rewards_card (1).png</a></td></tr><tr><td><a href="contribute/">contribute</a></td><td>Get involved and make a difference! Learn how you can contribute to the growth and development of Ocean Protocol.</td><td></td><td></td><td><a href="contribute/">contribute</a></td><td><a href=".gitbook/assets/cover/contribute_card.png">contribute_card.png</a></td></tr></tbody></table>
+<table data-view="cards"><thead><tr><th data-type="content-ref"></th><th></th><th data-hidden data-type="files"></th><th data-hidden data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><a href="discover/">discover</a></td><td>Learn how Ocean Protocol transforms data sharing and monetization with its powerful Web3 open-source tools.</td><td></td><td></td><td><a href="discover/">discover</a></td><td><a href=".gitbook/assets/cover/discover_card (1).png">discover_card (1).png</a></td></tr><tr><td><a href="user-guides/">user-guides</a></td><td>Follow our step-by-step instructions to unleash the power of Ocean Protocol tech without writing one line of code!</td><td></td><td></td><td><a href="user-guides/">user-guides</a></td><td><a href=".gitbook/assets/cover/user_guides_card (1).png">user_guides_card (1).png</a></td></tr><tr><td><a href="developers/">developers</a></td><td>Find APIs, libraries, and other tools to build awesome dApps or integrate with the Ocean Protocol ecosystem.</td><td></td><td></td><td><a href="developers/">developers</a></td><td><a href=".gitbook/assets/cover/developer_tutorials_card.png">developer_tutorials_card.png</a></td></tr><tr><td><a href="data-science/">data-science</a></td><td>Content to excite and engage all data scientists and machine learning experts discovering Ocean Protocol.</td><td></td><td></td><td><a href="data-science/">data-science</a></td><td><a href=".gitbook/assets/cover/data_science_card.png">data_science_card.png</a></td></tr><tr><td><a href="infrastructure/">infrastructure</a></td><td>For software architects and developers - deploy your own components on the Ocean Protocol network.</td><td></td><td></td><td><a href="infrastructure/">infrastructure</a></td><td><a href=".gitbook/assets/cover/infrastructure_card.png">infrastructure_card.png</a></td></tr><tr><td><a href="defi/">defi</a></td><td>Get creative capitalizing with Ocean Protocol tools in a variety of DeFi (Decentralized Finance) applications.</td><td></td><td></td><td><a href="defi/">defi</a></td><td><a href=".gitbook/assets/cover/defi_card.png">defi_card.png</a></td></tr><tr><td><a href="rewards/">rewards</a></td><td>Explore how you can earn OCEAN rewards by Data Farming and publishing your assets on the Ocean Market.</td><td></td><td></td><td><a href="rewards/">rewards</a></td><td><a href=".gitbook/assets/cover/rewards_card (1).png">rewards_card (1).png</a></td></tr><tr><td><a href="contribute/">contribute</a></td><td>Get involved and make a difference! Learn how you can contribute to the growth and development of Ocean Protocol.</td><td></td><td></td><td><a href="contribute/">contribute</a></td><td><a href=".gitbook/assets/cover/contribute_card.png">contribute_card.png</a></td></tr></tbody></table>
diff --git a/SUMMARY.md b/SUMMARY.md
index 7cc21b90..94850ad4 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -22,10 +22,9 @@
     * [Arweave](user-guides/asset-hosting/arweave.md)
     * [AWS](user-guides/asset-hosting/aws.md)
     * [Azure Cloud](user-guides/asset-hosting/azure-cloud.md)
-  * [What is the Ocean Market?](user-guides/using-ocean-market.md)
-  * [Data Challenges](data-science/data-challenges/README.md)
-  * [Participating in a data challenge](data-science/data-challenges/participating-in-a-data-challenge.md)
-  * [Hosting a data challenge](data-science/data-challenges/hosting-a-data-challenge.md)
+  * [Guide to the Ocean Market](user-guides/using-ocean-market.md)
+  * [Join a Data Challenge](data-science/data-challenges/participating-in-a-data-challenge.md)
+  * [Host a data challenge](data-science/data-challenges/hosting-a-data-challenge.md)
   * [Get Started Data Farming](user-guides/get-veocean-tokens.md)
   * [Harvest More Yield Data Farming](user-guides/how-to-data-farm.md)
   * [Claim Rewards Data Farming](user-guides/claim-ocean-rewards.md)
diff --git a/data-science/data-challenges/README.md b/data-science/data-challenges/README.md
deleted file mode 100644
index 6829e737..00000000
--- a/data-science/data-challenges/README.md
+++ /dev/null
@@ -1,13 +0,0 @@
-# Data Challenges
-
-Data challenges present an exciting opportunity for data scientists to hone their skills, and actual business problems, and earn some income along the way. These operate as data science competitions where participants are tasked with solving a business problem. Data challenges can have several different types of formats, topics, and sponsors. One of the main advantages of these data challenges is that users retain ownership and the ability to further monetize their work outside of the competition. Active and past data challenges can be found on the Ocean Protocol site [here](https://oceanprotocol.com/challengeshttps://oceanprotocol.com/challenges).
-
-
-
-See below for the winners of past data challenges:
-
-{% embed url="https://blog.oceanprotocol.com/air-quality-data-challenge-winners-2ae7e3a72bc3" %}
-
-{% embed url="https://blog.oceanprotocol.com/here-are-the-winners-of-the-predict-eth-round-4-data-challenge-1672b36c0af9" %}
-
-{% embed url="https://blog.oceanprotocol.com/presenting-the-winners-of-the-dex-liquidity-data-challenge-56feb3bc86bd" %}
diff --git a/data-science/data-challenges/hosting-a-data-challenge.md b/data-science/data-challenges/hosting-a-data-challenge.md
index 2e7b3dfd..5645f79c 100644
--- a/data-science/data-challenges/hosting-a-data-challenge.md
+++ b/data-science/data-challenges/hosting-a-data-challenge.md
@@ -1,4 +1,6 @@
-# Hosting a data challenge
+# Host a data challenge
+
+<figure><img src="../../.gitbook/assets/welcome-to-my-dojo.gif" alt=""><figcaption></figcaption></figure>
 
 Hosting a data challenge can be an exciting way for data publishers to seed use cases and bring attention to their data assets. Hosting a challenge can also be a good way to tap a community of data scientists to build products on top of your data to gain insights and useful models for your business without needing to bring an in-house data science team. To host a data challenge, the steps can be found below.
 
diff --git a/data-science/data-challenges/participating-in-a-data-challenge.md b/data-science/data-challenges/participating-in-a-data-challenge.md
index 40fc801b..ef4d5675 100644
--- a/data-science/data-challenges/participating-in-a-data-challenge.md
+++ b/data-science/data-challenges/participating-in-a-data-challenge.md
@@ -1,9 +1,26 @@
-# Participating in a data challenge
+---
+description: >-
+  Roll with the brightest data scientists and machine learning experts for
+  prizes
+---
 
-Data challenges can take a few different formats. Some challenges are built for data exploration and reporting. In these challenges, participants are tasked with analyzing a provided dataset or several and conducting an exploratory analysis to understand the hidden insights in the data. Then, they build a written report that explains their insights so that a business user can make informed decisions from the analysis. Another format is the participants being tasked with building a model to perform a given task. They will typically be provided with a dataset(although not always) that they will use to train their model. In some challenges, the participants must publish their model as a compute asset on Ocean so that the model can be run using Compute-to-Data. Here is the typical flow for a data challenge.\
+# Join a Data Challenge
 
+<figure><img src="../../.gitbook/assets/morpheus-challenge.gif" alt=""><figcaption><p>Bring on the data challenges.</p></figcaption></figure>
 
-1. On Ocean Market, a dataset( or several) is published along with its description and schema. The dataset will either be provided by the data challenge sponsor partner or by OPF ourselves.
+Hone your skills, work on real business problems, and earn sweet dosh along the way.&#x20;
+
+### What is an Ocean Protocol data challenge?
+
+Ocean Protocol's data challenges are open competitions where participants must solve a real business problem using data science or machine learning skills. Some challenges are designed for data exploration, analysis, and reporting, while others require developing machine learning models. Thus, data challenges have different types of formats, topics, and sponsors. One of the main advantages of these data challenges is that users retain ownership of their IP and the ability to further monetize their work outside of the competition.
+
+### Where can I find the data challenges?
+
+Discover our open challenges [here](https://oceanprotocol.com/challengeshttps://oceanprotocol.com/challenges).
+
+### What is the typical flow for a data challenge?
+
+1. On Ocean Market, a dataset (or several) is published along with its description and schema. The dataset will either be provided by the data challenge sponsor partner or by OPF ourselves.
 2. Participants should download the dataset(s), or a sample if it the data is private. This will allow them to perform exploratory analysis to understand the dataset
 3. Based on the data challenge, there are several different ways participants may be tasked with entering the competition, One way is to build a report that combines data visualization and written explanations so that business stakeholders can gain actionable insights into the data. Another way is participants may be tasked with building a machine-learning model to predict a specific target value.&#x20;
-4. Users will typically submit directly with Ocean Technologies. They can post their reports or algorithms onto the Ocean Market. Those that produce strong submissions can monetize their work by using Ocean’s Compute-to-Data engine so that the model can be run by others in the future for a price.
+4. Users will typically submit directly with Ocean technologies. They can post their reports or algorithms onto the Ocean Market. Those that produce strong submissions can monetize their work by using Ocean’s Compute-to-Data engine so that the model can be run by others in the future for a price.