Update README.md

README.md

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 ---
-base_model: LeroyDyer/_Spydaz_Web_AI_003
 language:
 - en
+- sw
+- ig
+- so
+- es
+- ca
+- xh
+- zu
+- ha
+- tw
+- af
+- hi
+- bm
+- su
 license: apache-2.0
+metrics:
+- accuracy
+- bertscore
+- bleu
+- brier_score
+- cer
+- character
+- charcut_mt
+- chrf
+- code_eval
 tags:
 - text-generation-inference
 - transformers
 - unsloth
 - mistral
 - trl
-- sft
+- chemistry
+- biology
+- legal
+- art
+- music
+- finance
+- code
+- medical
+- not-for-all-audiences
+- merge
+- climate
+- chain-of-thought
+- tree-of-knowledge
+- forest-of-thoughts
+- visual-spacial-sketchpad
+- alpha-mind
+- knowledge-graph
+- entity-detection
+- encyclopedia
+- wikipedia
+- stack-exchange
+- Reddit
+- Cyber-series
+- MegaMind
+- Cybertron
+- SpydazWeb
+- Spydaz
+- LCARS
+- star-trek
+- mega-transformers
+- Mulit-Mega-Merge
+- Multi-Lingual
+- Afro-Centric
+- African-Model
+- Ancient-One
+datasets:
+- gretelai/synthetic_text_to_sql
+- HuggingFaceTB/cosmopedia
+- teknium/OpenHermes-2.5
+- Open-Orca/SlimOrca
+- Open-Orca/OpenOrca
+- cognitivecomputations/dolphin-coder
+- databricks/databricks-dolly-15k
+- yahma/alpaca-cleaned
+- uonlp/CulturaX
+- mwitiderrick/SwahiliPlatypus
+- swahili
+- Rogendo/English-Swahili-Sentence-Pairs
+- ise-uiuc/Magicoder-Evol-Instruct-110K
+- meta-math/MetaMathQA
+- abacusai/ARC_DPO_FewShot
+- abacusai/MetaMath_DPO_FewShot
+- abacusai/HellaSwag_DPO_FewShot
+- HaltiaAI/Her-The-Movie-Samantha-and-Theodore-Dataset
+- HuggingFaceFW/fineweb
+- occiglot/occiglot-fineweb-v0.5
+- omi-health/medical-dialogue-to-soap-summary
+- keivalya/MedQuad-MedicalQnADataset
+- ruslanmv/ai-medical-dataset
+- Shekswess/medical_llama3_instruct_dataset_short
+- ShenRuililin/MedicalQnA
+- virattt/financial-qa-10K
+- PatronusAI/financebench
+- takala/financial_phrasebank
+- Replete-AI/code_bagel
+- athirdpath/DPO_Pairs-Roleplay-Alpaca-NSFW
+- IlyaGusev/gpt_roleplay_realm
+- rickRossie/bluemoon_roleplay_chat_data_300k_messages
+- jtatman/hypnosis_dataset
+- Hypersniper/philosophy_dialogue
+- Locutusque/function-calling-chatml
+- bible-nlp/biblenlp-corpus
+- DatadudeDev/Bible
+- Helsinki-NLP/bible_para
+- HausaNLP/AfriSenti-Twitter
+- aixsatoshi/Chat-with-cosmopedia
+- HuggingFaceTB/cosmopedia-100k
+- HuggingFaceFW/fineweb-edu
+- m-a-p/CodeFeedback-Filtered-Instruction
+- heliosbrahma/mental_health_chatbot_dataset
+- saillab/alpaca_lingala_taco
+- saillab/alpaca_igbo_taco
+- saillab/alpaca_sundanese_taco
+- saillab/alpaca_bambara_taco
+- proj-persona/PersonaHub
+- iamtarun/code_instructions_120k_alpaca
+base_model: LeroyDyer/_Spydaz_Web_AI_004_bit
 ---
 
 # Uploaded  model
 
-- **Developed by:** LeroyDyer
+- **Developed by:** Leroy "Spydaz" Dyer
 - **License:** apache-2.0
-- **Finetuned from model :** LeroyDyer/_Spydaz_Web_AI_003
+- **Finetuned from model :** LeroyDyer/LCARS_AI_009
+[<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/65d883893a52cd9bcd8ab7cf/tRsCJlHNZo1D02kBTmfy9.jpeg" width="300"/>
+https://github.com/spydaz
+
+
+* The Mistral-7B-Instruct-v0.2 Large Language Model (LLM) is an instruct fine-tuned version of the Mistral-7B-v0.2.
+
+* Mistral-7B-v0.2 has the following changes compared to Mistral-7B-v0.1
+
+    * 32k context window (vs 8k context in v0.1)
+    * Rope-theta = 1e6
+    * No Sliding-Window Attention
+
+
+# Introduction :
+
+## SpydazWeb AI model :
+
+### Methods:
+
+Trained for multi-task operations as well as rag and function calling :
+
+This model is a fully functioning model and is fully uncensored: 
+
+the model  has been trained on multiple datasets on the huggingface hub and kaggle :
+
+the focus has been mainly on methodology : 
+
+* Chain of thoughts
+* steo by step
+* tree of thoughts
+* forest of thoughts
+* graph of thoughts
+* agent generation : Voting, ranking, ...
+
+with these methods the model has gained insights into tasks, enabling for knowldge transfer between tasks :
+
+the model has been intensivly trained in recalling data previously entered into the matrix:
+
+
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+
+
+
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+
+
 
 This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)