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Build a RAG Application from Scratch — No LangChain, No LlamaIndex
In this tutorial, I’ll show you how to build a complete RAG application from scratch—no frameworks required. You’ll be able to chat with your own documents, whether they’re PDFs, Word files, or text files. We’ll use ChromaDB as our vector database and store all embeddings inside it.
Google Colab Code: https://colab.research.google.com/drive/1uA29Pc33qEfT3bIZ6VuSYds2MMEwvbgH?usp=sharing
*🧑🏻💻 My AI and Computer Vision Courses⭐*
*📗Build AI Agents with LangChain v1: Deep Agents & Tools 2026 (13$)*
https://www.udemy.com/course/build-ai-agents-with-langchain-v1-deep-agents-tools-2026/?couponCode=APRIL13DOLLARS
*📗YOLO26 Bootcamp: Real-Time Detection, Segmentation & Pose (13$)*
https://www.udemy.com/course/yolo26-bootcamp-real-time-detection-segmentation-pose/?couponCode=APRIL13DOLLARS
*📘Hands-On RAG Bootcamp: Build Apps with LangGraph & LangChain (13$)*
https://www.udemy.com/course/hands-on-rag-bootcamp-build-apps-with-langgraph-langchain/?couponCode=APRIL13DOLLARS
*📙Complete Computer Vision Bootcamp: YOLO to Multimodal AI (13$)*
https://www.udemy.com/course/complete-computer-vision-bootcamp-yolo-to-multimodal-ai/?couponCode=APRIL13COUPON
*📚 Generative AI, LLM Apps & AI Agents Masterclass 2026 (13$)*
https://www.udemy.com/course/ai-agents-with-n8n-automate-anything-with-no-code/?couponCode=APRIL13DOLLARS
*📘 YOLOv12 & YOLO26: Custom Object Detection & Web Apps 2026 (13$)*
https://www.udemy.com/course/yolov12-custom-object-detection-tracking-webapps/?couponCode=APRIL13DOLLARS
*📙 Modern Computer Vision with OpenCV 2026 (13$)*
https://www.udemy.com/course/modern-computer-vision-with-opencv/?couponCode=APRIL13DOLLARS
*📚 YOLO11 & YOLOv12: Object Detection & Web Apps in Python 2026 (13$)*
https://www.udemy.com/course/yolo11-custom-object-detection-web-apps-in-python-2024/?couponCode=APRIL13COUPON
*📘 AI 4 Everyone: Build Generative AI & Computer Vision Apps (13$)*
https://www.udemy.com/course/ai-4-everyone-dive-into-modern-ai-with-llama-31-and-gemini/?couponCode=APRIL13DOLLARS
*📙 YOLOv9, YOLOv10 & YOLO11: Learn Object Detection & Web Apps (13$)*
https://www.udemy.com/course/yolov9-learn-object-detection-tracking-with-webapps/?couponCode=APRIL13COUPON
*📕 LangChain: Build 26 LLM Apps with OpenAI, Llama & DeepSeek (14$)*
https://www.udemy.com/course/learn-langchain-build-12-llm-apps-using-openai-llama-2/?couponCode=APRIL13COUPON
*📚 Computer Vision Web Development: YOLOv8 and TensorFlow.js (13$)*
https://www.udemy.com/course/computer-vision-web-development/?couponCode=APRIL13COUPON
*📕 Learn OpenCV: Build # 30 Apps with OpenCV, YOLOv8 & YOLO-NAS (13$)*
https://www.udemy.com/course/learn-opencv-build-30-apps-with-opencv-yolov8-yolo-nas/?couponCode=APRIL13COUPON
*📗 Computer Vision Bootcamp with Python: YOLO, SAM & RF-DETR (13$)* https://www.udemy.com/course/yolo-nas-object-detection-tracking-web-app-in-python-2023/?couponCode=APRIL13COUPON
*📘 YOLO-NAS The Ultimate Course for Object Detection & Tracking (13$)* https://www.udemy.com/course/yolo-nas-the-ultimate-course-for-object-detection-tracking/?couponCode=APRIL13COUPON
*📙 YOLO Object Detection Bootcamp: YOLOv5 to YOLO26 2026 (13$)* https://www.udemy.com/course/yolov8-the-ultimate-course-for-object-detection-tracking/?couponCode=APRIL13DOLLARS
*📚 YOLOv7 YOLOv8 YOLO-NAS: Object Detection, Tracking & Web Apps in Python 2023 (13$)* https://www.udemy.com/course/yolov7-object-detection-tracking-with-web-app-development/?couponCode=APRIL13COUPON
_______________________________________________________________
*Support Us on Patreon*
https://www.patreon.com/user?u=86750182
_______________________________________________________________
*Don't forget to connect with me*
👉 LinkedIn: https://www.linkedin.com/in/muhammad-moin-7776751a0/
🤖 GitHub: https://github.com/MuhammadMoinFaisal
_______________________________________________________________
*⚒️Freelance Work*
https://www.upwork.com/freelancers/~010c0e127772f371efe
_______________________________________________________________
*For Consultation Call 📞*
https://www.upwork.com/freelancers/~010c0e127772f371efe
Happy Coding!
Tags:
#rag #ragscratch #generativeai #genai
Видео Build a RAG Application from Scratch — No LangChain, No LlamaIndex канала Muhammad Moin
Google Colab Code: https://colab.research.google.com/drive/1uA29Pc33qEfT3bIZ6VuSYds2MMEwvbgH?usp=sharing
*🧑🏻💻 My AI and Computer Vision Courses⭐*
*📗Build AI Agents with LangChain v1: Deep Agents & Tools 2026 (13$)*
https://www.udemy.com/course/build-ai-agents-with-langchain-v1-deep-agents-tools-2026/?couponCode=APRIL13DOLLARS
*📗YOLO26 Bootcamp: Real-Time Detection, Segmentation & Pose (13$)*
https://www.udemy.com/course/yolo26-bootcamp-real-time-detection-segmentation-pose/?couponCode=APRIL13DOLLARS
*📘Hands-On RAG Bootcamp: Build Apps with LangGraph & LangChain (13$)*
https://www.udemy.com/course/hands-on-rag-bootcamp-build-apps-with-langgraph-langchain/?couponCode=APRIL13DOLLARS
*📙Complete Computer Vision Bootcamp: YOLO to Multimodal AI (13$)*
https://www.udemy.com/course/complete-computer-vision-bootcamp-yolo-to-multimodal-ai/?couponCode=APRIL13COUPON
*📚 Generative AI, LLM Apps & AI Agents Masterclass 2026 (13$)*
https://www.udemy.com/course/ai-agents-with-n8n-automate-anything-with-no-code/?couponCode=APRIL13DOLLARS
*📘 YOLOv12 & YOLO26: Custom Object Detection & Web Apps 2026 (13$)*
https://www.udemy.com/course/yolov12-custom-object-detection-tracking-webapps/?couponCode=APRIL13DOLLARS
*📙 Modern Computer Vision with OpenCV 2026 (13$)*
https://www.udemy.com/course/modern-computer-vision-with-opencv/?couponCode=APRIL13DOLLARS
*📚 YOLO11 & YOLOv12: Object Detection & Web Apps in Python 2026 (13$)*
https://www.udemy.com/course/yolo11-custom-object-detection-web-apps-in-python-2024/?couponCode=APRIL13COUPON
*📘 AI 4 Everyone: Build Generative AI & Computer Vision Apps (13$)*
https://www.udemy.com/course/ai-4-everyone-dive-into-modern-ai-with-llama-31-and-gemini/?couponCode=APRIL13DOLLARS
*📙 YOLOv9, YOLOv10 & YOLO11: Learn Object Detection & Web Apps (13$)*
https://www.udemy.com/course/yolov9-learn-object-detection-tracking-with-webapps/?couponCode=APRIL13COUPON
*📕 LangChain: Build 26 LLM Apps with OpenAI, Llama & DeepSeek (14$)*
https://www.udemy.com/course/learn-langchain-build-12-llm-apps-using-openai-llama-2/?couponCode=APRIL13COUPON
*📚 Computer Vision Web Development: YOLOv8 and TensorFlow.js (13$)*
https://www.udemy.com/course/computer-vision-web-development/?couponCode=APRIL13COUPON
*📕 Learn OpenCV: Build # 30 Apps with OpenCV, YOLOv8 & YOLO-NAS (13$)*
https://www.udemy.com/course/learn-opencv-build-30-apps-with-opencv-yolov8-yolo-nas/?couponCode=APRIL13COUPON
*📗 Computer Vision Bootcamp with Python: YOLO, SAM & RF-DETR (13$)* https://www.udemy.com/course/yolo-nas-object-detection-tracking-web-app-in-python-2023/?couponCode=APRIL13COUPON
*📘 YOLO-NAS The Ultimate Course for Object Detection & Tracking (13$)* https://www.udemy.com/course/yolo-nas-the-ultimate-course-for-object-detection-tracking/?couponCode=APRIL13COUPON
*📙 YOLO Object Detection Bootcamp: YOLOv5 to YOLO26 2026 (13$)* https://www.udemy.com/course/yolov8-the-ultimate-course-for-object-detection-tracking/?couponCode=APRIL13DOLLARS
*📚 YOLOv7 YOLOv8 YOLO-NAS: Object Detection, Tracking & Web Apps in Python 2023 (13$)* https://www.udemy.com/course/yolov7-object-detection-tracking-with-web-app-development/?couponCode=APRIL13COUPON
_______________________________________________________________
*Support Us on Patreon*
https://www.patreon.com/user?u=86750182
_______________________________________________________________
*Don't forget to connect with me*
👉 LinkedIn: https://www.linkedin.com/in/muhammad-moin-7776751a0/
🤖 GitHub: https://github.com/MuhammadMoinFaisal
_______________________________________________________________
*⚒️Freelance Work*
https://www.upwork.com/freelancers/~010c0e127772f371efe
_______________________________________________________________
*For Consultation Call 📞*
https://www.upwork.com/freelancers/~010c0e127772f371efe
Happy Coding!
Tags:
#rag #ragscratch #generativeai #genai
Видео Build a RAG Application from Scratch — No LangChain, No LlamaIndex канала Muhammad Moin
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13 ноября 2025 г. 13:56:25
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