update

README.md

@@ -1,62 +1,61 @@
 ## AI -  RAG -FINETUNING
 
-![20240715210016](Gen_AI.png)
-![VETOR_HYBRID](VETOR_HYBRID.png)
+![20240715210016](img/Gen_AI.png)
+![VETOR_HYBRID](img/VETOR_HYBRID.png)
 
-
-![adaptive_rag](adaptive_rag.png)
-![agentic_rag](agentic_rag.png)
-![agentic_rag_with_llamaindex](agentic_rag_with_llamaindex.png)
-![combining_langchain_llamaindex](combining_langchain_llamaindex.png)
-![components_llm](components_llm.png)
-![custon_rag_chatbot](custon_rag_chatbot.png)
-![enhancing_llm](enhancing_llm.png)
-![evaluation](evaluation.png)
-![genAITools](genAITools.png)
-![how_llms_are_built](how_llms_are_built.png)
-![improving_rag_pipeline](improving_rag_pipeline.png)
-![langchain_lliamaindex](langchain_lliamaindex.png)
-![lang_chain](lang_chain.png)
-![LLMS](LLMS.jpg)
-![llms_framework](llms_framework.png)
-![LLMs_roadmap_scientist](LLMs_roadmap_scientist.png)
-![llm_agents](llm_agents.png)
-![llm_evaluation_metric_score](llm_evaluation_metric_score.png)
-![methods_imprving_llms](methods_imprving_llms.png)
-![multimodal_rag_using_llamaindex](multimodal_rag_using_llamaindex.png)
-![q&a_lagchain](q&a_lagchain.png)
-![rag_best_practices](rag_best_practices.png)
-![rag_enhancement](rag_enhancement.png)
-![semantic_caching](semantic_caching.png)
-![vetor_search](vetor_search.png)
-![Advanced_RAG](Advanced_RAG.png)
-![Self_Learning_LLMs](Self_Learning_LLMs.png)
-![Modular_RAG_Framework](Modular_RAG_Framework.png)
-![Advanced_RAG_Tecniques](Advanced_RAG_Tecniques.png)
-![Embedding_Models_RAG](Embedding_Models_RAG.png)
-![Developing_LLM](Developing_LLM.png)
-![Semantic_Search](Semantic_Search.png)
-![Knowledge_Graph_RAG_Single_Store](Knowledge_Graph_RAG_Single_Store.png)
-![Two_Stage_Retrieval_System](Two_Stage_Retrieval_System.png)
-![Text_Knowledge_Graph_Embeddings](Text_Knowledge_Graph_Embeddings.png)
-![Agent_Framework_Executing_LLM](Agent_Framework_Executing_LLM.png)
-![Systematic_RAG_Worfflow](Systematic_RAG_Worfflow.png)
-![AI_Real_World](AI_Real_World.png)
-![RAG_UsingLlama3](RAG_UsingLlama3.png)
-![LLM_Chunking_Strategies](LLM_Chunking_Strategies.png)
-![RAG_Retrieval_Sources](RAG_Retrieval_Sources.png)
-![Retrieval_Augmente_Generation](Retrieval_Augmente_Generation.png)
-![RAG_Stack](RAG_Stack.png)
-![Text_Splitting_RAG](Text_Splitting_RAG.png)
-![Advanced_RAG_LIamaIndex_Claude3](Advanced_RAG_LIamaIndex_Claude3.png)
-![avoid_rag](avoid_rag.png)
-![first_llm](first_llm.png)
-![fluxo_rag](fluxo_rag.png)
-![rag_pain_point](rag_pain_point.png)
-![rag_query_response](rag_query_response.png)
-![rag_reranking](rag_reranking.png)
-![RAG_Native_Advanced_Modular](RAG_Native_Advanced_Modular.gif)
-![semantic_entropy](semantic_entropy.png)
-![Survey_Mixture_Experts](Survey_Mixture_Experts.png)
-![VETOR_HYBRID](VETOR_HYBRID.png)
-![XGBoost](XGBoost.png)
+![adaptive_rag](img/adaptive_rag.png)
+![agentic_rag](img/agentic_rag.png)
+![agentic_rag_with_llamaindex](img/agentic_rag_with_llamaindex.png)
+![combining_langchain_llamaindex](img/combining_langchain_llamaindex.png)
+![components_llm](img/components_llm.png)
+![custon_rag_chatbot](img/custon_rag_chatbot.png)
+![enhancing_llm](img/enhancing_llm.png)
+![evaluation](img/evaluation.png)
+![genAITools](img/genAITools.png)
+![how_llms_are_built](img/how_llms_are_built.png)
+![improving_rag_pipeline](img/improving_rag_pipeline.png)
+![langchain_lliamaindex](img/langchain_lliamaindex.png)
+![lang_chain](img/lang_chain.png)
+![LLMS](img/LLMS.jpg)
+![llms_framework](img/llms_framework.png)
+![LLMs_roadmap_scientist](img/LLMs_roadmap_scientist.png)
+![llm_agents](img/llm_agents.png)
+![llm_evaluation_metric_score](img/llm_evaluation_metric_score.png)
+![methods_imprving_llms](img/methods_imprving_llms.png)
+![multimodal_rag_using_llamaindex](img/multimodal_rag_using_llamaindex.png)
+![q&a_lagchain](img/q&a_lagchain.png)
+![rag_best_practices](img/rag_best_practices.png)
+![rag_enhancement](img/rag_enhancement.png)
+![semantic_caching](img/semantic_caching.png)
+![vetor_search](img/vetor_search.png)
+![Advanced_RAG](img/Advanced_RAG.png)
+![Self_Learning_LLMs](img/Self_Learning_LLMs.png)
+![Modular_RAG_Framework](img/Modular_RAG_Framework.png)
+![Advanced_RAG_Tecniques](img/Advanced_RAG_Tecniques.png)
+![Embedding_Models_RAG](img/Embedding_Models_RAG.png)
+![Developing_LLM](img/Developing_LLM.png)
+![Semantic_Search](img/Semantic_Search.png)
+![Knowledge_Graph_RAG_Single_Store](img/Knowledge_Graph_RAG_Single_Store.png)
+![Two_Stage_Retrieval_System](img/Two_Stage_Retrieval_System.png)
+![Text_Knowledge_Graph_Embeddings](img/Text_Knowledge_Graph_Embeddings.png)
+![Agent_Framework_Executing_LLM](img/Agent_Framework_Executing_LLM.png)
+![Systematic_RAG_Worfflow](img/Systematic_RAG_Worfflow.png)
+![AI_Real_World](img/AI_Real_World.png)
+![RAG_UsingLlama3](img/RAG_UsingLlama3.png)
+![LLM_Chunking_Strategies](img/LLM_Chunking_Strategies.png)
+![RAG_Retrieval_Sources](img/RAG_Retrieval_Sources.png)
+![Retrieval_Augmente_Generation](img/Retrieval_Augmente_Generation.png)
+![RAG_Stack](img/RAG_Stack.png)
+![Text_Splitting_RAG](img/Text_Splitting_RAG.png)
+![Advanced_RAG_LIamaIndex_Claude3](img/Advanced_RAG_LIamaIndex_Claude3.png)
+![avoid_rag](img/avoid_rag.png)
+![first_llm](img/first_llm.png)
+![fluxo_rag](img/fluxo_rag.png)
+![rag_pain_point](img/rag_pain_point.png)
+![rag_query_response](img/rag_query_response.png)
+![rag_reranking](img/rag_reranking.png)
+![RAG_Native_Advanced_Modular](img/RAG_Native_Advanced_Modular.gif)
+![semantic_entropy](img/semantic_entropy.png)
+![Survey_Mixture_Experts](img/Survey_Mixture_Experts.png)
+![VETOR_HYBRID](img/VETOR_HYBRID.png)
+![XGBoost](img/XGBoost.png)