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End to End Generative AI Industry Projects on LLM Models with Deployment

Home Page: https://github.com/GURPREETKAURJETHRA/END-TO-END-GENERATIVE-AI-PROJECTS

License: MIT License

chainlit finetuning-llms gemini generative-ai gradio-python-llm huggingface langchain large-language-models llama llama-index

end-to-end-generative-ai-projects's Introduction

END-TO-END-GENERATIVE-AI-PROJECTS

Awesome Projects Collection on LLM Models


๐ŸŒŸ๐Ÿง‘โ€๐Ÿ’ปEnd to End Generative AI Industry Projects on LLM Models with Deployment ๐Ÿ‘ฉโ€๐Ÿ’ป๐ŸŒŸ

** (Few Projects Under Ongoing Implementation. Wll be Updated Soon)


S.No Project Name Description Official Repo Tech Stack
1 Multi-PDFs ๐Ÿ“šChatApp AI Agent ๐Ÿค– Chat seamlessly with Multiple PDFs using Langchain, Google Gemini Pro & FAISS Vector DB with Seamless Streamlit Deployment. Get instant, accurate responses from Awesome Google Gemini OpenSource language Model. ๐Ÿ“š๐Ÿ’ฌ Transform your PDF experience now! ๐Ÿ”ฅโœจ F/w: Langchain Model: Google Gemini Pro, Vector DB: FAISS Deployment: Streamlit
2 ๐Ÿ–ผ๏ธImage to Speech GenAI Tool Using LLM ๐ŸŒŸโ™จ๏ธ AI tool that generates an Audio short story based on the context of an uploaded image by prompting a GenAI LLM model. F/w: Langchain Model: HuggingFace Models, OpenAI GPT-3.5, Vector Deployment: Streamlit, Hugging Spaces
3 Youtube Video Transcribe Summarizer LLM App End To End Youtube Video Transcribe Summarizer LLM App With Google Gemini Pro providing detailed notes based on YouTube video transcripts. With the power of AI, you can now convert video transcripts into comprehensive study materials. Google Gemini Pro
4 End to end RAG LLM App Step-by-Step Guide to Building a RAG LLM App with LLamA2 and LLaMAindex LLamA2 and LLaMAindex
5 Resume ATS Tracking LLM Project This is a project aiming to optimize the recruitment process. It integrates an advanced Applicant Tracking System with Google Gemini Pro, streamlining resume parsing, keyword matching, and candidate evaluation for an efficient end-to-end solution in talent acquisition. Google Gemini Pro
6 End To End Text To SQL LLM App Along With Querying SQL Database The "Text to SQL LLM App with Google Gemini Pro" is a software application that facilitates the conversion of natural language queries into SQL commands. It also enables querying SQL databases directly using the generated SQL commands. Using Google Gemini Pro
7 End To End Multi Language Invoice Extractor Project MultiLanguage Invoice Extractor ๐Ÿ’ผโœจ Discover the power of MultiLanguage Invoice Extractor! This Streamlit app, powered by Google Gemini Pro Vision AI, makes extracting information from invoice images a breeze. Upload images, add prompts, and get detailed responses effortlessly. With multi-language support. Using Google Gemini Pro
8 PDF Document Question Answering LLM System Langchain,Cassandra,Astra DB,Vector Database
9 Fine Tune LLAMA 2 With Custom Dataset Using LoRA And QLoRA Techniques
10 End to End RAG LLM App: Indexing & Querying Multiple Pdf's Using Llamaindex and OpenAI
11 Real Time Financial Stock Analysis Using CrewAI, Groq, LangChain & some other APIs like browserless, Serper and SEC EDGAR API
12 Medical ChatBot The Llama2 Medical Bot is a powerful tool designed to provide medical information by answering user queries using state-of-the-art language models and vector stores. The bot runs on a decent CPU machine with a minimum of 16GB of RAM. Using Llama2 and Sentence Transformers. Powered by Langchain and Chainlit
13 Medical Mixture-of Experts LLM Medical Mixture of Experts LLM using Mergekit. MergeKit
14 Haystack and Mistral 7B RAG Implementation Haystack and Mistral 7B RAG Implementation. It is based on completely open-source stack. Haystack-and-Mistral-7B-RAG
15 Power QnA Chatbot Question Answer Generation App using Mistral 7B, Langchain, and FastAPI. Mistral 7B, Langchain, and FastAPI.
16 RAG Gemma-7B-RAG-using-Ollama Gemma-7B-RAG-using-Ollama
17 On-device LLM Inference On-device LLM Inference using Mediapipe LLM Inference API. Using Mediapipe LLM Inference API.
18 Personal Voice Assistant using OpenAI
19 Fast Fine Tuning and DPO Training of LLMs using Unsloth
20 Groq Chat App Groq Chat App built using Groq API and Streamlit. Groq API and Streamlit.
21 Medical RAG using Bio-Mistral-7B This is a RAG implementation using Open Source stack. BioMistral 7B has been used to build this app along with PubMedBert as an embedding model, Qdrant as a self hosted Vector DB, and Langchain & Llama CPP as an orchestration frameworks RAG implementation, BioMistral 7B, PubMedBert, Qdrant, Langchain & Llama CPP
22 End-to-End RAG Implementation-using Amazon Bedrock Amazon Bedrock
23 Faster Stable Diffusion using SSD-1B Faster Stable Diffusion using SSD-1B. A gradio app inside for demo. Stable Diffusion using SSD-1B, Gradio
24 Phi-2 Fine-Tuning Phi-2 Fine Tuning to build a mental health GPT. Phi-2-Fine-Tuning
25 Medical RAG Using Meditron-7B-LLM Medical RAG QA App using Meditron 7B LLM, Qdrant Vector Database, and PubMedBERT Embedding Model. Meditron 7B LLM, Qdrant, PubMedBERT
26 Fastest Image Generation using LCM LoRA. LoRA
27 HyDE based RAG using NVIDIA NIM HyDE based RAG, NVIDIA NIM
28 Building Intelligent Systems Using Visdum-AI Visdum-AI
29 Zephyr 7B beta RAG Demo inside a Gradio App Zephyr 7B beta RAG Demo inside a Gradio app powered by BGE Embeddings, ChromaDB, and Zephyr 7B Beta. Zephyr 7B beta, RAG, Gradio, BGE Embeddings, ChromaDB
30 LangChain Expression Language Intro to LangChain Expression Language. LEL
31 Fine Tuning Multimodal LLM Fine Tuning Multimodal LLM "Idefics 9B" on Pokemon Go Dataset available on Hugging Face. Multimodal LLM "Idefics 9B"
32 RAG Tool using Haystack, Mistral and Chainlit RAG Tool using Haystack, Mistral, and Chainlit. All open source stack on CPU. RAG, Haystack, Mistral, Chainlit
33 Prompt Compression Using LLMLingua Prompt Compression using LLMLingua. It helps with token's cost and latency. Prompt Compression, LLMLingua
34 Stream Diffusion in Colab
35 Multimodal-RAG Using Langchain Multimodal-RAG-using-Langchain RAG, Langchain
36 Secure-AI-LLM Chatbots Using Prompt Injection Prevention Techniques Prompt Injection & Prevention techniques. Secure your AI Chatbots built using LLMs. Prompt Injection, LLMs
37 GGUF Quantization Of any LLM GGUF-Quantization-of-any-LLM GGUF-Quantization
38 Deltamon Anime Using LoRA Deltamon-Anime-using-LoRA LoRA
39 Evaluation of LLMs and RAGs Evaluation-of-LLMs-and-RAGs. A complete guide to evaluate LLMs and RAGs covering theory and code based approaches. LLMs, RAGs
40 Unsloth Fine-Tuning Unsloth-Fine-Tuning Unsloth
41 SLIM Models by LLMWare SLIM Models by LLMWare. A streamlit app showing the capabilities for AI Agents and Function Calls. SLIM Models, LLMWare, AI Agents, Function Calls, Streamlit App
42 Small Multimodal Vision Model Small Multimodal Vision Model "Imp-v1-3b" trained using Phi-2 and Siglip. Small Multimodal Vision Model "Imp-v1-3b", Phi-2, Siglip
43 Langsmith Implementation Langsmith-Implementation Langsmith
44 Langserve Implementation Langserve-Implementation Langserve
45 Multimodal AI App using Llava 7B and Gradio Multimodal AI App using Llava 7B and Gradio Llava 7B, Gradio
46 Perplexity Lite Perplexity Lite using Langgraph, Tavily, and GPT-4. LangGraph, Tavily and GPT-4.
47 Generative-AI-LLM-Projects Gen AI End To End Large Language Model Projects 30+ Gen AI End To End Large Language Model Projects With Latest OpenSource Models, Fine Tuning
48 MusicAI Custom Music Generation with Transformers and PyTorch Transformers, PyTorch
49 Audio Summarization App using Gemini LLM Audio Summarization App using Gemini LLM Gemini 1.5, LLM
50 Fine Tune Multimodal LLM "Idefics 2" using QLoRA Fine Tune Multimodal LLM "Idefics 2" using QLoRA. Multimodal LLM "Idefics 2", QLoRA
51 Llama 3 ORPO FineTuning Llama 3 ORPO Fine Tuning on A100 in Colab Pro. Llama 3 ORPO
52 RAG using Llama3, Langchain and ChromaDB This project utilizes Llama3 Langchain and ChromaDB to establish a Retrieval Augmented Generation (RAG) system. This system empowers you to ask questions about your documents, even if the information wasn't included in the training data for the Large Language Model (LLM). Retrieval Augmented Generation works by first performing a retrieval step when presented with a question. This step fetches relevant documents from a special vector database, where the documents have been indexed. RAG using Llama3, Langchain and ChromaDB
53 LLAMA-3 70B LLM with NVIDIA Meet LLAMA3 Chat AI App! ๐Ÿš€
Meta Unveils Llama 3, the Most Powerful Open Source Model Yet. Chat seamlessly with LLAMA3 Chatbot. Get instant, Accurate responses from Awesome Llama3 OpenSource language Model๐Ÿ“š๐Ÿ’ฌ
LLAMA-3 70B LLM with NVIDIA, Streamlit UI
54 Efficiently fine-tune Llama 3 with PyTorch FSDP and Q-Lora Efficiently fine-tune Llama 3 with PyTorch FSDP and Q-Lora Llama 3 with PyTorch FSDP and Q-Lora, Fine Tuning
55 ๐ŸŒŸMETA LLAMA3 GENAI Real World UseCases End To End Implementation Guides๐Ÿ“š LLAMA3 GENAI UseCases Llama3, FineTuning, Deployment, RAG, Langchain
56 โญMeta's LLaMA3-Quantization๐ŸฆŒ๐Ÿ’Ž๐Ÿ’ซ LLaMA3-Quantization is the official implementation of paper "How Good Are Low-bit Quantized LLAMA3 Models?". Here evaluation is done on the 10 existing post-training quantization and LoRA-finetuning methods of LLaMa3 on 1-8 bits and diverse datasets to comprehensively reveal LLaMa3's low-bit quantization performance. Quantization, GenerativeAI, llama3-meta-ai
More Projects list is coming...!!!

ยฉ๏ธ License ๐Ÿชช

Distributed under the MIT License. See LICENSE for more information.


If you found Generative AI Projects Implementation fruitful do drop โญ to this repo and if you Exciting Ideas, Contributions are welcome! ๐ŸŒŸ๐Ÿ”ฆ๐Ÿ’

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