Update README.md

README.md

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 ---
 license: mit
+---
+---
+license: artistic-2.0
+datasets:
+- Severian/Biomimicry
+- emrgnt-cmplxty/sciphi-textbooks-are-all-you-need
+- fmars/wiki_stem
+- fblgit/tree-of-knowledge
+- Severian/Bio-Design-Process
+tags:
+- chemistry
+- biology
+- climate
+- science
+- philosophy
+- nature
+- ecology
+- biomimicry
+- fauna
+- flora
+pipeline_tag: text-generation
+metrics:
+- accuracy
+---
+# ANIMA-Phi-Neptune-Mistral-7B: Biomimicry Enhanced LLM
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64740cf7485a7c8e1bd51ac9/JZH6p50t_j3-OUph4Wq6y.png" width="500">
+
+## Overview
+
+**ANIMA** (Advanced Nature Inspired Multidisciplinary Assistant) is an expert in various scientific disciplines, including but not limited to biomimicry, biology, and environmental science.
+
+**Instagram: [@anima_llm](https://www.instagram.com/anima_llm)**
+
+---
+
+##  Model Description
+
+This model version is the 9th sequential fine-tuning of the original ANIMA-Phi-Neptune-Mistral-7B and has gone through an additional 20 hours of training using a custom dataset that combined Nectar along with my Biomimicry/STEM data in a unique interwoven way. It has A LOT of 'active' knowledge and ability to form new and novel relationships for problem-solving. It also likes to be VERY verbose since its' last training was on longform multi-turn problem solving design strategies in the form of conversational discourse (my custom Biomimicry/Nectar dataset). Have fun!
+---
+
+## 📝 Usage
+
+ANIMA is designed around the Biomimicry Design Process to guide users in solving problems through biomimicry. For more information and examples, please visit [Biomimicry Design Process](https://toolbox.biomimicry.org/methods/process/).
+
+
+- **EXAMPLE OUTPUT**
+
+  [INST] How can biomimicry help in water purification? [/INST]
+
+Biomimicry plays a significant role in water purification by taking 
+inspiration from natural processes and organisms to develop sustainable 
+and efficient solutions. Here's a comprehensive overview of how biomimicry
+can help in water purification:
+
+1. Microbial filtration:
+   - Bacteriophages (viruses that infect bacteria) can effectively target 
+contaminants in water systems, such as Escherichia coli and Staphylococcus
+aureus. By mimicking the natural defense mechanisms of bacteriophages, we 
+can develop efficient filtration systems that remove pollutants from water
+sources.
+   - Some fungi, such as Trametes versicolor, can break down organic 
+pollutants in water using enzymes. This process helps make contaminated 
+water safe for consumption. By studying and replicating these natural 
+processes, we can develop sustainable filtration systems that remove 
+pollutants from water sources effectively.
+
+2. Biofilm-based filtration:
+   - Microorganisms form biofilms on surfaces to protect themselves from 
+environmental threats like predators or contaminants. By mimicking the 
+natural formation of biofilms, we can develop sustainable filtration 
+systems that use bacteria or fungi to remove pollutants from water 
+sources.
+   - For example, a study has shown how Pseudomonas putida could 
+be used to biodegrade petroleum hydrocarbons in contaminated water sources
+using a biofilm-based system. This method offers an eco-friendly 
+alternative to conventional chemical treatments for oil spills.
+
+3. Wetland-based filtration:
+   - Wetlands act as natural filters for water by retaining sediments and 
+organic matter, which helps remove contaminants. By mimicking the natural 
+processes of a wetland, we can design effective water purification systems
+that use sand filters or engineered wetlands to remove pollutants. For 
+instance, a study has shown how reed beds can be used for water filtration
+by using them as a natural treatment system for agricultural wastewater.
+
+4. Sponge filtration:
+   - Some marine sponges (e.g., sea sponge) have evolved sophisticated 
+mechanisms to filter out particles and contaminants from the surrounding 
+water. By studying these natural filtration processes, we can develop 
+efficient and sustainable filtration systems that remove pollutants 
+effectively. For example, a study has shown how sea sponges can be used as
+a model for designing a low-cost, self-sustaining water purification 
+system that uses solar energy to disinfect contaminated water.
+
+5. Biodegradable materials:
+   - Natural organisms have evolved biodegradable materials to protect 
+themselves from predators or environmental threats. For instance, some 
+insects produce natural pesticides (such as alkaloids) to defend 
+themselves against predators. Similarly, we can develop biodegradable 
+materials that release these natural pesticides in contaminated water 
+sources, killing off contaminants and restoring the environment's health.
+   - For example, a study has shown how bacterial cells can be used as a 
+natural filtration system to remove contaminants from water sources by 
+incorporating them into membranes that selectively remove organic 
+pollutants.
+
+In conclusion, biomimicry plays a vital role in water purification by 
+using natural processes and organisms as inspiration for developing 
+sustainable and efficient solutions. By studying the natural filtration 
+mechanisms of microorganisms, plants, animals, and other living organisms,
+we can design eco-friendly and cost-effective water purification systems 
+that help protect our environment from contamination.
+
+---
+
+### ***[Help Support ANIMA](https://www.buymeacoffee.com/anima7b)***
+
 ---
 
+- **KNOWN ISSUES**
 
-### Model Description
+  The model will sometimes respond to itself and continue the conversation taking both the user and AI roles. This is a known issue in the Mistral model but does not happen very often. 
 
+## 📜 License
 
-**This model version is the 9th sequential fine-tuning of the original ANIMA-Phi-Neptune-Mistral-7B has gone through an additional 20 hours of training using a custom dataset that combined Nectar along with my Biomimicry/STEM data in a unique interwoven way**
+This project is licensed under Artistic-2.0
 
+**This model is for research purposes only and restricted from any commercial use**