Generative AI Applications using LLMs
1. Conversational AI (Chatbot🤖) with RAG using LangChain🦜️ & LlamaIndex🦙
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| Comprehensive Guide to Customize your Llama2 ChatBot using LlamaIndex and Streamlit |
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| Mistral-7B-Instruct Based Multi-PDFs ChatBot using LangChain and Streamlit |
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| Llama2-7B Based CSV ChatBot using LangChain |
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| Simple RAG using AWS Bedrock |
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Medium Article |
Repository |
| Optimizing Retrieval with Additional Context & MetaData using LlamaIndex🦙 |
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| Enhancing Retrieval Efficiency through Evaluating Reranker Models using LlamaIndex🦙 |
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| Query Augmentation for Next-Level Search using LlamaIndex🦙 |
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| Smart Tracking and Debugging of Document Changes using LlamaIndex🦙 |
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3. LLM Fine Tuning 🧠 and Applications 💡
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Medium Article |
Repository |
| Elevating Mistral-7B’s Performance through Finetuning using QLoRA |
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| T5 Fine Tuning & Evaluation for Text Summarization |
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| Falcon-7B Based Video 🎬 Summarization using Langchain |
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| 🎵 Audio Generation 🎹 using Audio Craft |
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2. Serving & Deployment ☁️
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Medium Article |
Repository |
| Serverless Magic with Lambda, SageMaker DLC, and API Gateway |
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| Deploy a Serverless ML Inference using FastAPI, AWS Lambda, and API Gateway |
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| Vector Indexing and ANN using FAISS with AWS Serverless Architecture |
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3. Experimenting with LangChain🦜️
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Medium Article |
Repository |
| Quickstart with LangChain |
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| Summarization Strategies |
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