readme clean up

kyegomez · Aug 3, 2023 · e569e63 · e569e63
1 parent a8af09c
commit e569e63
Showing 1 changed file with 26 additions and 43 deletions.
diff --git a/README.md b/README.md
@@ -1,65 +1,27 @@
-# Agora
-This implementation of PALM-E is brought to you by Agora, we're a collective of Creators!
-
-[Join us and unleash your creator spirit](https://apac.ai/Agora)
 
 # PALM-E: A Revolutionary Multi-Modal AI Model
 
-<div align="center">
-
-
-[![GitHub issues](https://img.shields.io/github/issues/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/issues) [![GitHub forks](https://img.shields.io/github/forks/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/network) [![GitHub stars](https://img.shields.io/github/stars/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/stargazers) [![GitHub license](https://img.shields.io/github/license/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/blob/master/LICENSE)
-
-</div>
-
-<div align="center">
 
+[![GitHub issues](https://img.shields.io/github/issues/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/issues) 
+[![GitHub forks](https://img.shields.io/github/forks/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/network) 
+[![GitHub stars](https://img.shields.io/github/stars/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/stargazers) [![GitHub license](https://img.shields.io/github/license/kyegomez/PALM-E)](https://github.com/kyegomez/PALM-E/blob/master/LICENSE)
 [![Share on Twitter](https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Share%20%40kyegomez/PALM-E)](https://twitter.com/intent/tweet?text=Excited%20to%20introduce%20PALM-E,%20the%20all-new%20robotics%20model%20with%20the%20potential%20to%20revolutionize%20automation.%20Join%20us%20on%20this%20journey%20towards%20a%20smarter%20future.%20%23RT1%20%23Robotics&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E)
-
 [![Share on Facebook](https://img.shields.io/badge/Share-%20facebook-blue)](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E)
-
 [![Share on LinkedIn](https://img.shields.io/badge/Share-%20linkedin-blue)](https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E&title=Introducing%20PALM-E%2C%20the%20All-New%20Robotics%20Model&summary=PALM-E%20is%20the%20next-generation%20robotics%20model%20that%20promises%20to%20transform%20industries%20with%20its%20intelligence%20and%20efficiency.%20Join%20us%20to%20be%20a%20part%20of%20this%20revolutionary%20journey%20%23RT1%20%23Robotics&source=)
-
-</div>
-
-<div align="center">
-
 ![Discord](https://img.shields.io/discord/999382051935506503)
-
-
 [![Share on Reddit](https://img.shields.io/badge/-Share%20on%20Reddit-orange)](https://www.reddit.com/submit?url=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E&title=Exciting%20Times%20Ahead%20with%20PALM-E%2C%20the%20All-New%20Robotics%20Model%20%23RT1%20%23Robotics) [![Share on Hacker News](https://img.shields.io/badge/-Share%20on%20Hacker%20News-orange)](https://news.ycombinator.com/submitlink?u=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E&t=Exciting%20Times%20Ahead%20with%20PALM-E%2C%20the%20All-New%20Robotics%20Model%20%23RT1%20%23Robotics)
-
 [![Share on Pinterest](https://img.shields.io/badge/-Share%20on%20Pinterest-red)](https://pinterest.com/pin/create/button/?url=https%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E&media=https%3A%2F%2Fexample.com%2Fimage.jpg&description=PALM-E%2C%20the%20Revolutionary%20Robotics%20Model%20that%20will%20Change%20the%20Way%20We%20Work%20%23RT1%20%23Robotics)
-
 [![Share on WhatsApp](https://img.shields.io/badge/-Share%20on%20WhatsApp-green)](https://api.whatsapp.com/send?text=I%20just%20discovered%20PALM-E,%20the%20all-new%20robotics%20model%20that%20promises%20to%20revolutionize%20automation.%20Join%20me%20on%20this%20exciting%20journey%20towards%20a%20smarter%20future.%20%23RT1%20%23Robotics%0A%0Ahttps%3A%2F%2Fgithub.com%2Fkyegomez%2FPALM-E)
 
-</div>
 
----
 
+---
 
-[PaLM-E: An Embodied Multimodal Language Model](https://arxiv.org/pdf/2303.03378v1.pdf)
+[PaLM-E: An Embodied Multimodal Language Model paper](https://arxiv.org/pdf/2303.03378v1.pdf)
 
 PALM-E is an innovative multi-modal AI model that combines the power of pre-trained language models with continuous observation encoders, such as Vision Transformers (ViT). 
 
-## Value Proposition
-
-PALM-E creates value through:
-
-- Maximize Dream Outcome: Provides a solution to integrate both visual and textual data for problem-solving.
-- Maximize Perceived Likelihood of Success: Incorporates proven technologies like pre-trained Language Models and Vision Transformers.
-- Minimize Time to Success: Optimized with fast-processing encoders and projectors.
-- Minimize Effort & Sacrifice: Simplifies complex tasks of multi-modal sentence formation.
-
-## Model Architecture
-
-PALM-E is built upon the following key components:
 
-- A pre-trained Language Model (PaLM) as the base model.
-- An encoder for continuous observations (e.g., Vision Transformer (ViT)).
-- A projector to map the encoder output to the language embedding space.
-
-PALM-E processes both text and continuous observations, such as images, and forms multi-modal sentences by interleaving the encoded observations with text tokens. This allows it to generate context-aware responses based on both textual and visual information.
 
 ## Installation
 
@@ -87,6 +49,27 @@ Then, run the training script:
 python3 train.py
 ```
 
+## Value Proposition
+
+PALM-E creates value through:
+
+- Maximize Dream Outcome: Provides a solution to integrate both visual and textual data for problem-solving.
+- Maximize Perceived Likelihood of Success: Incorporates proven technologies like pre-trained Language Models and Vision Transformers.
+- Minimize Time to Success: Optimized with fast-processing encoders and projectors.
+- Minimize Effort & Sacrifice: Simplifies complex tasks of multi-modal sentence formation.
+
+## Model Architecture
+
+PALM-E is built upon the following key components:
+
+- A pre-trained Language Model (PaLM) as the base model.
+- An encoder for continuous observations (e.g., Vision Transformer (ViT)).
+- A projector to map the encoder output to the language embedding space.
+
+PALM-E processes both text and continuous observations, such as images, and forms multi-modal sentences by interleaving the encoded observations with text tokens. This allows it to generate context-aware responses based on both textual and visual information.
+
+
+
 ## Commercial Use Cases
 
 PALM-E's ability to process and understand multi-modal data opens up a world of possibilities in various domains, including: