Day-14 I Built a Testing System for My RAG — Here's Why You Need One

🚀 **Build Real AI Projects with LLMs (Free & Practical Series)**

Want to learn **LLM Engineering by actually building projects**?
This series gives you **hands-on AI project ideas from basic to advanced** using **free LLMs and simple Python tools**.

No theory. Just real things you can build, experiment with, and improve.

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🎯 **What this video covers:**
- "How Do You Know If Your AI Is Actually Answering Correctly?"
- "I Built a Testing System for My RAG — Here's Why You Need One"
- "RAG Evaluation: The Step Everyone Skips"
1. "Built a RAG system? Great. Now how do you know it works? This project teaches you how to actually test it. Code in description."
2. "Retrieval score + answer score = real RAG quality measurement. Skip this step and you're guessing. Build it once, use it forever."
3. "Every serious AI system needs evaluation. This is the beginner-friendly version of how to do it right. Code in description."

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🧠 **What you’ll learn in this series:**

* Build AI chatbots (local + cloud)
* Add memory, streaming, structured outputs
* Work with real-world data (web scraping, summarization)
* Build RAG systems (AI with your data)
* Use embeddings & vector databases
* Create AI agents & multi-agent systems
* Connect AI with APIs, tools, and databases
* Build end-to-end AI pipelines

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🛠️ **Tech stack (100% free):**
Python • Ollama • HuggingFace • Gradio • ChromaDB
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📺 **Watch the full series:**
👉https://youtube.com/playlist?list=PLxSn8YMF02XUENs96wyvJfO2aXjigIvl9&si=dwBhGChT2u4k_7lJ

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💡 **Why this series?**
Most people learn LLM basics but don’t know what to build.
This series gives you **clear project ideas + direction** to become an LLM Engineer.

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👍 If you enjoy this:
Like • Share • Follow the series

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💬 Have questions or want the code explained?
Drop a comment — I’ll help you out.

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#AI #LLM #MachineLearning #ArtificialIntelligence #Python #AIProjects #LLMEngineering #BuildInPublic Code : The code files are attached to this video. If you open the video inside the course playlists( https://www.youtube.com/watch?v=vaMovSSjvA8&list=PLxSn8YMF02XUENs96wyvJfO2aXjigIvl9 ) on your laptop, you’ll be able to see and access the files directly below description.

Видео Day-14 I Built a Testing System for My RAG — Here's Why You Need One канала Tutor Things