From 88b9137cb98b001565a695b1dcd5d0119af18cf1 Mon Sep 17 00:00:00 2001
From: Adithya S K <adithyaskolavi@gmail.com>
Date: Mon, 2 Dec 2024 11:04:50 +0530
Subject: [PATCH] Updated README - Adithya S K

---
 README.md  |  3 +--
 mkdocs.yml | 14 --------------
 2 files changed, 1 insertion(+), 16 deletions(-)

diff --git a/README.md b/README.md
index 96c5a0fc..47ecdfe7 100644
--- a/README.md
+++ b/README.md
@@ -18,13 +18,12 @@
 
 ## 🎯 Mission
 
-In today's AI-driven world, finding your path through the maze of scattered learning resources can be overwhelming. AI Engineering Academy stands as your beacon, offering carefully curated, structured learning paths that transform complex AI concepts into digestible, practical knowledge.
+Your journey into AI shouldn't be overwhelming. [AIengineering.academy](https://aiengineering.academy/) curate and organize essential knowledge into clear learning paths, making complex AI concepts accessible and practical for everyone.
 
 ## 🌟 Why Choose AI Engineering Academy?
 
 - 📚 **Structured Learning**: Carefully designed pathways from fundamentals to advanced concepts
 - 💻 **Hands-on Practice**: Real-world projects and implementations
-- 🔄 **Up-to-date Content**: Regular updates reflecting the latest in AI technology
 - 🎓 **Industry-Aligned**: Focus on practical, production-ready skills
 - 🤝 **Community-Driven**: Learn alongside peers and experts
 
diff --git a/mkdocs.yml b/mkdocs.yml
index b9d8e94a..1981c857 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -95,8 +95,6 @@ nav:
               - Overview: RAG/01_BM25_RAG/README.md
               - Implementation: RAG/01_BM25_RAG/notebook.ipynb
           - Data Ingestion:
-              - Overview: RAG/01_Data_Ingestion/README.md
-              - Data Parsing: RAG/01_Data_Ingestion/data_parsing.ipynb
               - Data Chunking: RAG/01_Data_Ingestion/data_chunking.ipynb
               - Data Embedding: RAG/01_Data_Ingestion/data_embedding.ipynb
               - Data Ingestion: RAG/01_Data_Ingestion/data_ingestion.ipynb
@@ -110,43 +108,31 @@ nav:
               - Overview: RAG/01_RAG_Observability/README.md
               - Implementation: RAG/01_RAG_Observability/notebook.ipynb
           - ReRanker RAG:
-              - Overview: RAG/02_ReRanker_RAG/README.md
               - Implementation: RAG/02_ReRanker_RAG/notebook.ipynb
               - Evaluation: RAG/02_ReRanker_RAG/notebook_eval.ipynb
           - Hybrid RAG:
-              - Overview: RAG/03_Hybrid_RAG/README.md
               - Qdrant Hybrid Search: RAG/03_Hybrid_RAG/_Qdrant_Hybrid_Search.ipynb
               - Implementation: RAG/03_Hybrid_RAG/qdrant_hybrid.ipynb
           - Sentence Window RAG:
-              - Overview: RAG/04_Sentence_Window_RAG/README.md
               - Implementation: RAG/04_Sentence_Window_RAG/Sentence_window_retrieval.ipynb
           - Auto Merging RAG:
-              - Overview: RAG/05_Auto_Merging_RAG/README.md
               - Implementation: RAG/05_Auto_Merging_RAG/Auto-merging_Retrieval.ipynb
           - HyDE RAG:
-              - Overview: RAG/06_HyDE_RAG/README.md
               - Implementation: RAG/06_HyDE_RAG/HyDEQueryTransformDemo.ipynb
           - Query Transformation RAG:
-              - Overview: RAG/06_Query_Transformation_RAG/README.md
               - Implementation: RAG/06_Query_Transformation_RAG/query_transform_cookbook.ipynb
           - Self Query RAG:
-              - Overview: RAG/07_Self_Query_RAG/README.md
               - Implementation: RAG/07_Self_Query_RAG/Self_Query_RAG.ipynb
           - RAG Fusion:
-              - Overview: RAG/08_RAG_Fusion/README.md
               - Implementation: RAG/08_RAG_Fusion/ragfusion.ipynb
           - RAPTOR:
-              - Overview: RAG/09_RAPTOR/README.md
               - Implementation: RAG/09_RAPTOR/raptor.ipynb
           - ColBERT RAG:
-              - Overview: RAG/10_ColBERT_RAG/README.md
               - Implementation: RAG/10_ColBERT_RAG/ColBert_RAG.ipynb
               - Ragatouille Retriever: RAG/10_ColBERT_RAG/ragatouille_retriever.ipynb
           - Graph RAG:
-              - Overview: RAG/11_Graph_RAG/README.md
               - Implementation: RAG/11_Graph_RAG/GraphRAG_v1.ipynb
           - Agentic RAG:
-              - Overview: RAG/12_Agnetic_RAG/README.md
               - Implementation: RAG/12_Agnetic_RAG/multi_document_agents.ipynb
           - Vision RAG:
               - Implementation: RAG/13_Vision_RAG/gpt4v_multi_modal_retrieval.ipynb