Strategies for Rapid Prototyping and User Engagement.pdf

Strategies for Rapid Prototyping and User Engagement

1. Adedamola Adedapo
Strategies for Rapid
Prototyping and User
Engagement
2024

2. Adedamola Adedapo
Adedamola Adedapo
Technical Lead
Uburu Health
X: @lordDamola IG: lordamola_

3. Adedamola Adedapo
Factors affecting Strategies:
●Computational Resources
●Prototype Iteration and Testing
●Cost and Time Constraints
●Deployment Considerations
●User Feedback and Usability Testing

4. Adedamola Adedapo
What is the development flow?
From what

5. Adedamola Adedapo
What is the development flow?
From what To what

6. Adedamola Adedapo
Building MVP

7. Adedamola Adedapo
Building MVP
Traditional
softwares

8. Adedamola Adedapo
Building MVP
Traditional
softwares
LLM

9. Adedamola Adedapo
Building MVP
Traditional
softwares
LLMMVP

10. Adedamola Adedapo
Lean Startup
Idea

11. Adedamola Adedapo
Lean Startup
Ideas
Code

12. Adedamola Adedapo
Lean Startup
Ideas
Code
Data

13. Adedamola Adedapo
Lean Startup
Ideas
Code
Data

14. Adedamola Adedapo
Lean Startup
Ideas
Code
Data
learn

15. Lean Startup
Ideas
Code
Data
learn
Build

16. Lean Startup
Ideas
Code
Data
learn
Build
Measure

17. Lean Startup
Ideas
Code
Data
learn
Build
Measure
Minimize total time
through the loop.

18. Adedamola Adedapo
Rapid
Prototyping

19. Adedamola Adedapo
Building MVP
Time + Cost

20. Adedamola Adedapo
Building MVP
Minimize(Time + Cost)

21. Adedamola Adedapo
What is
Llama.cpp?

22. ●Local LLM Serving:
○Ideal for running large language models on local hardware.

●Minimal Dependencies:
○Pure C/C++ implementation ensures high performance with low overhead.
●Versatile Model Compatibility:
○Supports a wide range of popular models.
●Apple Silicon Optimization:
○Leverages ARM NEON, Accelerate, and Metal for top-tier performance on
Apple devices.
●Active Community:
○Robust ecosystem with continuous contributions and enhancements.

23. Adedamola Adedapo
Rapid
Prototype
Demo

24. Adedamola Adedapo
Lean
Startup
Ideas
Code
Rapid
Prototype
Demo
1/2

25. Adedamola Adedapo
User
Engagement
Demo
Lean Startup
Code
Learn
=

26. Lean Startup
Code
Learn

27. Adedamola Adedapo
Strategies:
●Hugging Spaces
●Hugging API Inference

28. Adedamola Adedapo
●Basic Deployment Using
Streamlit and Hugging Face

29. Adedamola Adedapo
Create a
Streamlit App:

30. Adedamola Adedapo
●Create a Streamlit App:

31. Adedamola Adedapo
●Create a Streamlit App:

32. Adedamola Adedapo
●Using Hugging Face
Inference API
-https://huggingface.co/docs/api-inferenc
e/en/index

33. Adedamola AdedapoThank
You!