Vector Embeddings and RAG for Beginners | Spring AI Tutorial # vector #springAI #springboot

In this beginner-friendly guide, we demystify vector embeddings — what they are, how they work, and why they matter. From search and recommendations to RAG-powered chatbots, we show real-world use cases using Spring Boot + Spring AI for hands-on demos. Ideal for developers diving into AI and GenAI projects! Medium Article for the same - https://medium.com/@codefarm0/vector-embeddings-101-the-ultimate-beginners-guide-with-real-world-use-cases-fdba8c7692cf Github - https://github.com/codefarm0/spring-ai Playlist - https://www.youtube.com/playlist?list=PLq3uEqRnr_2HQdFTtMi2CA3Knw-Wk2I5Y --------------------------------------------------------------- 📖 Don't miss these - 🔥 System Design - https://www.youtube.com/playlist?list=PLq3uEqRnr_2F6vigodG2KdvQTmt9Gim83 🔥 Spring Boot Interview QnA - https://www.youtube.com/playlist?list=PLq3uEqRnr_2HNEhqdeiSslXYR7mojWGPY 🔥 Java Interview QnA - https://www.youtube.com/playlist?list=PLq3uEqRnr_2E8fpzIaHTfKJWvAAMq7s0c 🔥 Scaling from 0 to Billion - https://www.youtube.com/playlist?list=PLq3uEqRnr_2H2B9kK2g9-7_-rn2uXMdRa 🔥 Microservices Interviews - https://youtu.be/L9QRsb0oLv4?si=teXSO2IsWFfgOFGE 🔥 WebClient for service communication - https://youtu.be/ID7AGJH8Uj0?si=ebBu0e7idskpF_6q 🔥 Kafka Basics - https://youtu.be/w0PvkFfbtZs?si=UI0uXo64SMCJp5gJ 🔥 Kafka with SpringBoot - https://www.youtube.com/playlist?list=PLq3uEqRnr_2FxD5iPebGYs7ploRFFOG1I 🔥 Microservices architecture - https://www.youtube.com/watch?v=uPndlp0kbok&list=PLq3uEqRnr_2EDsuxPboP9_WtVRR_TaMrF&pp=gAQB 🔥 Microservices Demo - https://www.youtube.com/watch?v=Uw8Qicia3H0&list=PLq3uEqRnr_2He0bLb7XW8Mq7egwQZ-V8n&pp=gAQB 🔥 Microservices testing - https://www.youtube.com/watch?v=1vWWgwELQWM&list=PLq3uEqRnr_2GuTTkLZL5GU1wZH2FqJRRP&pp=gAQB 🔥 Wiremock for API testing - https://www.youtube.com/watch?v=VouscOgOmZE&list=PLq3uEqRnr_2FKs8K3_kIG9g93Uy9dVdtR&pp=gAQB 🔥 Circuit Breaker Demo - https://www.youtube.com/playlist?list=PLq3uEqRnr_2FZpfjnp_jol_F0mFFogo_S 🔥Tech talks - https://www.youtube.com/playlist?list=PLq3uEqRnr_2HfQM-PKsJIpU5i_W_30-hM 🔥 Unit testing in Java - https://www.youtube.com/playlist?list=PLq3uEqRnr_2GYMK6_WEYRlT5kyD8qx98M 🔥Caching with SpringBoot - https://www.youtube.com/playlist?list=PLq3uEqRnr_2HY6LMQsbvsK4btj51sWhBS 🔥Java - https://www.youtube.com/playlist?list=PLq3uEqRnr_2GG-m4OnBFhY7Z29qJ8u9Xb --------------------------------------------------------------- ☎️ Connect with us 👉 Facebook - https://www.facebook.com/codefarm00 👉 Twitter - https://twitter.com/arvind4gl 👉 Linkedin - https://www.linkedin.com/in/arvind-kumar-108a4b2b/ 👉 Reddit - https://www.reddit.com/user/greenlearner 👉 Medium - https://medium.com/@arvind4greenlearner 👉 Github - https://github.com/codefarm0 --------------------------------------------------------------- 👉 Disclaimer/Policy: The content and opinions expressed on this YouTube channel are solely those of the creator. Code samples created by the creator and presented on this channel are open-sourced and available for educational purposes only, extend it reuse as you see fit to learn. Content not to be used for commercial purposes. --------------------------------------------------------------- #VectorEmbeddings #SpringBoot #SpringAI #GenerativeAI #RAG #SemanticSearch #JavaDeveloper #AIExplained #MachineLearning #NLP