https://github.com/mindinventory/mindinventory-generativeai
https://github.com/mindinventory/mindinventory-generativeai
Last synced: 8 months ago
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- Host: GitHub
- URL: https://github.com/mindinventory/mindinventory-generativeai
- Owner: Mindinventory
- Created: 2024-02-28T13:06:55.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-12-23T12:39:46.000Z (over 1 year ago)
- Last Synced: 2025-04-13T15:55:41.677Z (about 1 year ago)
- Language: Jupyter Notebook
- Size: 2.04 MB
- Stars: 23
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Generative AI
## About
Generative AI uses neural networks, deep learning, and machine learning to create new content based on existing data.
# Initiatives 🚀
- Catalog of Generative AI Projects, utilizing local 💻 and cloud-hosted ☁️ Large Language Models (LLMs).
- Includes 🐍 Jupyter Notebooks for various LLMs like Llama-2 🦙, Mistral, Mamba, Google Gemini ✨, OpenAI, and more.
# Development Roadmap 🛣️
- Continuous enhancement with emerging Generative AI Technologies.
## Projects
- **Language Generation**: Explore text generation projects using Language Models. 📝🤖
- **Audio Generation** (Coming Soon): Experience AI-generated Audio. 🔊🎶
- **Image Generation** (Coming Soon): Dive into AI-generated images. 🖼️🌌
## MindInventory Capabilities
MindInventory harnesses Generative AI through cutting-edge models and technologies for various applications:
## AutoGen
Versatile AI model for content creation, text generation, and creative writing.
## Crew-AI
Collaborative AI tasks solution for improved performance and context-aware responses.
## DocsReRanking
Focused on document ranking and relevance for information retrieval.
## Google Gemini & Gemma
Generative models for human-like text generation and language understanding.
## LLMFineTuning
Customization tool for adapting pre-trained models to specific use cases.
## LLaMA-2
Powerful language model for various NLP tasks.
## LangGraph
Tool for creating semantic graphs from text data.
## Mistral-7b-sharded
Sharded version optimized for large-scale language processing tasks.
## Mixtral 8x7B
State-of-the-art language model for advanced applications.
## OpenAI
Platform for experimentation, research, and development.
## PaLM-2
Pre-trained language model for language understanding and generation.
## Retrieval Augmented Generation
Combines retrieval-based methods with generative models for enhanced generation.
## Vector-Store-Implementation
Efficient tool for managing and querying large vector stores.
## mamba
High-performance language model for real-time processing.
## Projects
Explore projects showcasing MindInventory's Generative AI models:
### Chatbot
Intelligent chatbots for natural conversations and assistance.
### Sentiment Analysis
Accurate sentiment analysis for user-generated content.
### PDF Summarizer
Efficient tool for generating concise document summaries.
### Custom Projects
Tailored AI solutions for unique needs and challenges.
## Getting Started
1. **Installation:** Install required dependencies and libraries.
2. **Model Loading:** Load desired model using provided scripts or APIs.
3. **Integration:** Integrate chosen model into project, customizing parameters.
4. **Fine-Tuning (if required):** Use LLMFineTuning for model adaptation.
5. **Launch Projects:** Deploy chatbots, sentiment analysis tools, PDF summarizers, or custom applications.
## Usecases
- **Conversational AI:** Enhance user interactions with intelligent chatbots.
- **Sentiment Analysis:** Understand sentiment for improved user engagement.
- **Document Summarization:** Generate concise document summaries for efficient review.
## Examples
Check provided example scripts and projects for effective integration.
## License
Licensed under MIT License.
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For more details, visit [MindInventory](https://www.mindinventory.com/).
Contact us for collaboration or support:
- Email: [sales@mindinventory.com](mailto:sales@mindinventory.com)
# Resources
- [OpenAI](https://openai.com): Cutting-edge AI research. 🧠🔬
- [DeepLearning.AI](https://www.deeplearning.ai): Educational resources on deep learning and AI. 📚👩💻
- [Langchain](https://langchain.org): Natural language processing resources and communities. 🔗📊
- [GitHub](https://github.com): More Generative AI projects. 🛠️📂