{"id":21490022,"url":"https://github.com/aimaster-dev/langchain-rag-intro","last_synced_at":"2025-07-28T02:04:24.214Z","repository":{"id":254048440,"uuid":"845332325","full_name":"aimaster-dev/langchain-rag-intro","owner":"aimaster-dev","description":null,"archived":false,"fork":false,"pushed_at":"2024-08-21T03:41:35.000Z","size":6501,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-19T05:50:45.480Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/aimaster-dev.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-21T03:36:18.000Z","updated_at":"2025-01-10T20:42:04.000Z","dependencies_parsed_at":"2024-08-21T04:47:05.492Z","dependency_job_id":"f9b393f6-6056-4996-96a0-8e1b4556bd3c","html_url":"https://github.com/aimaster-dev/langchain-rag-intro","commit_stats":null,"previous_names":["aimaster-dev/langchain-rag-intro"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/aimaster-dev/langchain-rag-intro","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aimaster-dev%2Flangchain-rag-intro","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aimaster-dev%2Flangchain-rag-intro/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aimaster-dev%2Flangchain-rag-intro/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aimaster-dev%2Flangchain-rag-intro/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/aimaster-dev","download_url":"https://codeload.github.com/aimaster-dev/langchain-rag-intro/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aimaster-dev%2Flangchain-rag-intro/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267451489,"owners_count":24089312,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-07-28T02:00:09.689Z","response_time":68,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-23T14:30:04.767Z","updated_at":"2025-07-28T02:04:24.194Z","avatar_url":"https://github.com/aimaster-dev.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Architecture Flows⭐\n### 🔥Basic RAG :\nUnderstand the journey of a query through RAG, from user input to the final generated response, all depicted in a clear, visual flow.\n\n![RAG_User_Flow](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/RAG_User_Flow.jpg)\n\n### 🌟Advanced RAG Techniques :\nExplore the intricate components that make up an advanced RAG system, from query construction to generation.\n![Advanced RAG Components](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/Advanced%20RAG%20Components.png)\n\n### 02. Multi Query Retriever :\nGet to grips with the Multi Query Retriever structure, which enhances the retrieval process by selecting the best responses from multiple sources.\n![MQR](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/Multi%20Query%20Retriever.jpg)\n\n### 06. Self-Reflection-RAG :\n![self-Rag](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/self%20rag.png)\n\n### 07. Agentic RAG :\n![download](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/agentic%20rag.png)\n\n### 08. Adaptive Agentic RAG :\n![adaptive_rag_agent](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/adaptive%20rag%20agent.png)\n\n### 09. Corrective Agentic RAG :\n![correctiveRAG](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/corrective%20rag.png)\n\n### 10. LLAMA 3 Agentic RAG Local:\n![LLAMA3_AGent](https://github.com/GURPREETKAURJETHRA/Advanced_RAG/blob/main/img/Llama3_Agent.png)\n\n## 📚Notebooks Overview📝💫\nBelow is a detailed overview of each notebook present in this repository:\n\n- **01_Introduction_To_RAG.ipynb**\n  - _Basic process of building RAG app(s)_\n- **02_Query_Transformations.ipynb**\n  - _Techniques for Modifying Questions for Retrieval_\n- **03_Routing_To_Datasources.ipynb**\n  - _Create Routing Mechanism for LLM to select the correct data Source_\n- **04_Indexing_To_VectorDBs.ipynb**\n  - _Various Indexing Methods in the Vector DB_\n- **05_Retrieval_Mechanisms.ipynb**\n  - _Reranking, RaG Fusion, and other Techniques_\n- **06_Self_Reflection_Rag.ipynb**\n  - _RAG that has self-reflection / self-grading on retrieved documents and generations._\n- **07_Agentic_Rag.ipynb**\n  - _RAG that has agentic Flow on retrieved documents and generations._\n- **08_Adaptive_Agentic_Rag.ipynb**\n  - _RAG that has adaptive agentic Flow._\n- **09_Corrective_Agentic_Rag.ipynb**\n  - _RAG that has corrective agentic Flow on retrieved documents and generations._\n- **10_LLAMA_3_Rag_Agent_Local.ipynb**\n  - _LLAMA 3 8B Agent Rag that works Locally._\n\n\nEnhance your LLMs with the powerful combination of RAG and Langchain for more informed and accurate natural language generation.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faimaster-dev%2Flangchain-rag-intro","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faimaster-dev%2Flangchain-rag-intro","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faimaster-dev%2Flangchain-rag-intro/lists"}