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# Embedding & Vector | ||
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## Videos | ||
- [Vector Database Explained | What is Vector Database?](https://www.youtube.com/watch?v=72XgD322wZ8) | ||
- [OpenAI Embeddings and Vector Databases Crash Course](https://www.youtube.com/watch?v=ySus5ZS0b94) |
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# LangChain | ||
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## Articles | ||
- [Build a Retrieval Augmented Generation (RAG) App](https://js.langchain.com/v0.2/docs/tutorials/rag/) | ||
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## Videos | ||
- [LangChain Crash Course For Beginners | LangChain Tutorial](https://www.youtube.com/watch?v=nAmC7SoVLd8) | ||
- [LangChain Explained In 15 Minutes - A MUST Learn For Python Programmers](https://www.youtube.com/watch?v=mrjq3lFz23s) | ||
- [The LangChain Cookbook - Beginner Guide To 7 Essential Concepts](https://www.youtube.com/watch?v=2xxziIWmaSA) | ||
- [RAG + Langchain Python Project: Easy AI/Chat For Your Docs](https://www.youtube.com/watch?v=tcqEUSNCn8I) | ||
- [Building Production-Ready RAG Applications: Jerry Liu](https://www.youtube.com/watch?v=TRjq7t2Ms5I) |
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# Ollama | ||
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## Articles | ||
- [Importing a model in Ollama](https://github.com/ollama/ollama/blob/main/docs/import.md) | ||
- [OpenAI compatibility](https://ollama.com/blog/openai-compatibility) | ||
- [Ollama OpenAI compatibility](https://github.com/ollama/ollama/blob/main/docs/openai.md) | ||
- [Importing a model in Ollama](https://github.com/ollama/ollama/blob/main/docs/import.md) | ||
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## Videos | ||
- [Importing Open Source Models to Ollama](https://www.youtube.com/watch?v=fnvZJU5Fj3Q) | ||
- [Adding Custom Models to Ollama](https://www.youtube.com/watch?v=0ou51l-MLCo) | ||
- [Ollama adds OpenAI API support](https://www.youtube.com/watch?v=Zgb2TjZ5zTk) | ||
- [Finally Ollama has an OpenAI compatible API](https://www.youtube.com/watch?v=38jlvmBdBrU) | ||
- [LLAMA-3.1 🦙: EASIET WAY To FINE-TUNE ON YOUR DATA](https://www.youtube.com/watch?v=rpAtVIZB72U) | ||
- [Gen AI Project Using Llama3.1 | End to End Gen AI Project](https://www.youtube.com/watch?v=CO4E_9V6li0) |
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# RAG | ||
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## Articles | ||
- [Build a Retrieval Augmented Generation (RAG) App](https://js.langchain.com/v0.2/docs/tutorials/rag/) | ||
- [Building a Local RAG System for Privacy Preservation with Ollama and Weaviate](https://weaviate.io/blog/local-rag-with-ollama-and-weaviate) | ||
- [Typical RAG Implementation Using Semantic Kernel, Kernel Memory, and Aspire in .NET](https://nikiforovall.github.io/dotnet/ai/2024/09/04/typical-rag-dotnet.html) | ||
- [Using Phi-3 & C# with ONNX for text and vision samples](https://devblogs.microsoft.com/dotnet/using-phi3-csharp-with-onnx-for-text-and-vision-samples-md/) | ||
- [Introducing Phi-3: Redefining what’s possible with SLMs](https://azure.microsoft.com/en-us/blog/introducing-phi-3-redefining-whats-possible-with-slms/) | ||
- [Optimizing SLM with ONNX Runtime: Phi-3 on CPU with Sidecars for App Service](https://azure.github.io/AppService/2024/08/19/Phi-3-ONNX.html) | ||
- [Building Smarter Apps: Integrating Phi-3 SLM with Linux App Service](https://azure.github.io/AppService/2024/08/05/Using-SLM-with-Sidecar.html) | ||
- [Building an Advanced RAG System With Self-Querying Retrieval](https://www.mongodb.com/developer/products/atlas/advanced-rag-self-querying-retrieval/) | ||
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## Videos | ||
- [.NET AI Community Standup - Phi-3 & C#: Bringing AI to your .NET Apps](https://www.youtube.com/watch?v=fbojvzHGtkM) | ||
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## Libraries | ||
- [microsoft/kernel-memory](https://github.com/microsoft/kernel-memory) - RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns | ||
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## Samples | ||
- [NikiforovAll/notebook-agent](https://github.com/NikiforovAll/notebook-agent) - Demonstrates how to use Semantic Kernel and Kernel Memory in a polyglot notebook environment. | ||
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## Books | ||
- [Building LLMs for Production: Enhancing LLM Abilities and Reliability with Prompting, Fine-Tuning, and RAG](https://www.amazon.com/Building-LLMs-Production-Reliability-Fine-Tuning/dp/B0D4FFPFW8) |
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