Update Examples Gallery readme

Author: gustavocidornelas

examples/README.md

@@ -4,28 +4,19 @@
 
 # Examples Gallery | Openlayer
 
-[![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=Openlayer:%20The%20debugging%20workspace%20for%20ML%20&url=https://github.com/unboxai&via=unbox_ai&hashtags=mlops)
+[![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=Openlayer:%20The%20debugging%20workspace%20for%20AI%20&url=https://github.com/openlayer-ai/examples-gallery&via=openlayerco)
 [![PyPI Latest Release](https://img.shields.io/pypi/v/openlayer.svg)](https://pypi.org/project/openlayer/)
 [![downloads](https://pepy.tech/badge/openlayer)](https://pepy.tech/project/openlayer)
 
-This repository contains a gallery of sample notebooks illustrating the process of **creating projects and uploading models & datasets** to the Openlayer platform.
-
-## Why this repository exists?
-
-This repository fulfills two main goals:
-
-1. It demonstrates our Python API in action
-2. It provides simple examples that may be similar to the problems you are solving at your organization.
-
-We take privacy & security very seriously and understand that your models and datasets might contain sensitive or proprietary information. [Reach out to us](mailto:[email protected]) if you are interested in our on-premise solution.
-
-In the meantime, pick a task, model framework or problem that shares similarities with something you are working on and start exploring Openlayer right away!
+This repository contains a gallery of sample notebooks illustrating the use of the `openlayer` Python library.
+You can use it as a starting point for your projects, or together with the [documentation](https://openlayer.com/docs)
+and [API reference](https://www.openlayer.com/docs/api-reference/introduction).
 
 ## What is Openlayer?
 
-Openlayer is a debugging workspace for ML & Data Science. Openlayer combines and builds upon SOTA techniques in explainability, model and dataset versioning, synthetic data generation, data-centric testing and much more to form a powerful, **unified platform for model development**.
+Openlayer is an evaluation tool that fits into your **development** and **production** pipelines to help you ship high-quality models with confidence.
 
-👉 [Join our Slack community!](https://l.linklyhq.com/l/1DG73) We'd love to meet you and help you get started with Openlayer!
+👉 [Join our Discord community!](https://discord.gg/t6wS2g6MMB) We'd love to meet you and help you get started evaluating your AI models.
 
 ## Installation
 
@@ -45,8 +36,8 @@ conda install openlayer --channel conda-forge
 
 ## Documentation
 
-This repository complements the rest of the documentation. Navigate [here](https://docs.openlayer.com) for a quickstart guide and for in-depth tutorials. The full Python library reference can be found [here](https://reference.openlayer.com).
+This repository complements the rest of the documentation. Navigate [here](https://openlayer.com/docs) for quickstart guides and in-depth tutorials. The full Python library reference can be found [here](https://reference.openlayer.com/reference/index.html).
 
 ## Contributing
 
-All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome! Just send us a message on [Slack](https://l.linklyhq.com/l/1DG73).
+All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome! Just send us a message on [Discord](https://discord.gg/t6wS2g6MMB).