bigrussthesolver/ai-makerspace

AI Makerspace: Blueprints for developing machine learning applications with state-of-the-art technologies.

AI Makerspace

We support rapid prototyping of user-centered AI applications. 🚀

Advances in innovation of AI tools and technologies enable us to solve problems faster, easier, and more effectively. As the technologies grow in complexity and diversity, we experience a growing need for guiding innovation teams through rapid prototyping and user-centred development.

AI Makerspace repository is a hub of blueprint templates for using state-of-the-art technologies in the rapid prototyping of AI use cases. Working closely with cross-functional innovation teams at Digital Product School of UnternehmerTUM, we guide the teams through AI Design Thinking/Engineering, Lean AI Engineering, Explainable AI (XAI), Responsible and Ethical AI, as well as User Experience (UX) of machine learning products.

Each folder of our GitHub repository is self-explanatory for using the blueprint templates of selected technologies and AI use cases. Here is the list of some of the tools, platforms, and applications that we have explored:

Platforms

1. HuggingFace
2. GKE-Autopilot
3. Heroku
4. CloudRun
5. VertexAI
6. FastAPI
7. AWS SageMaker
8. Tableau

Tools and Frameworks

1. Open Source LLM
2. OpenAI GPT
3. Streamlit
4. Gradio
5. PyCaret
6. Data Version Control
7. Docker
8. Assembly AI
9. PyTorch
10. TensorFlow
11. Flask
12. Microservices

Applications

1. 3D Maps, AR & 3D Geo AI interactive applications
2. Chatbot
3. Emotion detection
4. Offensive speech detection
5. Keyword extraction
6. PDF question-answering
7. Text translation
8. Text auto-completion
9. Text to Speech
10. Summarization
11. Speech recognition
12. Image Generation
13. Image Caption Generation
14. Neural style transfer
15. Synthetic data generation
16. Accident prediction

💥 In addition, you can find our curated list of resources to help AI prototyping on our Wiki page: Curated AI Resources

📫 For any questions and if you are interested to collaborate, fill out this application form.

Enjoy & Rock!