Leveraging Google Generative AI (Google Gemini) and Ethical Coding Practices in Building Sustainable Solutions - Godswill EGEGWU 24 August 2024.pdf

This is a Presentation at the Google Developer Groups.

It targets audiences including newbies, intermediate and professionals in different fields of Computing.

You can access the online version and propose modifications or updates via the link: https://docs.google.com/presentation/d/1dhyb0gDOcs99G9utQOoIheR5Ieq_pGVVgNVpus3CTqY/edit?usp=sharing

1. Sustainable
Solutions
Leveraging Google Generative AI and
Ethical Coding Practices
Godswill EGEGWU
MetaPlus, LLC Connect on Linkedin
Building for Everyone

2. Objective 1:
Introduce attendees to Google Gemini and it's free, accessible features for
various applications.

Objective 2:
Promote ethical and sustainable coding practices to ensure code reusability,
accessibility, and long-term relevance.
The Objectives

3. Let’s Get Started !
Leveraging Google Generative AI and Ethical Coding
Practices in Building Sustainable Solutions
Building for Everyone

4. What is Generative AI?
Generative AI is a type of artificial intelligence that
can create new content, such as text, images, or
music, based on existing data.

Google Gemini is a Generate AI

In the next slide I will Introduce you Google Gemini and its accessible
features for customer, developers and businesses
Building for Everyone

5. Building for Everyone

6. The Gemini Ecosystem
The most advanced AI from Google

For Developers
For Consumers
For Business and Enterprise
Models
Gemini API
(in Google AI Studio + ai.google.dev)
Gemini for Google Workspace
Gemini for Google Cloud
Gemini in Vertex AI

Gemini | Education, Agriculture, Media
Gemini in the Google App
Gemini in Gmails, Docs…

this deck
is about

7. Usage patterns
Building for Everyone

8. We’ll cover

●Basic Prompting
●Code generation
●Image understanding
●Search, retrieval and information synthesis
●Function calling
●Tuning -
●API for Developers (Generation, SDK, Platforms)

Usage Patterns

9. Basic prompting
Building for Everyone

10. Basic Prompting
User:
Explain this joke: “I used to be
addicted to soap, but I'm clean now.”

Model: Robot Gardener's Dream:

A metal heart, a circuit mind,
A dream of green, a nature kind.
A garden craved, a verdant space,
Where sunlight danced on every
face.
Model: The joke is a pun on the
word "clean". It has two meanings:

To be free of dirt or other unwanted substances.
To be free of addiction.
Write a poem about a robot who
dreams of becoming a gardener.

11. Code generation
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12. Code Generation
Content generation
Convert human language
requests to machine
requests
Rapid tool buildingGenerate code based on a
user prompt

13. Building for Everyone

14. Image understanding
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15. Building for Everyone

16. Building for Everyone

17. Building for Everyone

18. Image conditioning
Multimodality
●Generate text or structured data from images

19. Search and Information
Synthesis
Building for Everyone

20. ●Instructions + Context + Question all in the prompt
●Easy to implement
○No extra code, just ask.
Use the prompt's context window
Search & IR

21. Function Calling
Building for Everyone

22. Contents
Tools
Text
Function Declaration
Function Declaration
Text
Function Calling interaction
Function Call
Function Response
Text
model may predict a function call
based on user content
model can understand the function response
and generate text
OR another function call
if one or more function declarations are
provided, function calling feature will turn on

23. Function Calling
https://github.com/GoogleCloudPlatform/generative-ai/tree/main/gemini/function-calling/sql-talk-app goo.gle/gemini-fn-call-sql-github

24. Function Calling
https://github.com/GoogleCloudPlatform/generative-ai/tree/main/gemini/function-calling/sql-talk-app
SELECT ROUND((
COUNT(DISTINCT IF(returned_at IS NOT NULL, order_id, NULL)) /
COUNT(DISTINCT order_id)) * 100, 2)
AS return_rate
FROM thelook_ecommerce.orders
goo.gle/gemini-fn-call-sql-github

25. Function Calling
Function Calling
●Describe external functions to the model.
●The model may ask you to call the function to help it respond
to your queries.
●Endless possibilities for integrating external tools.

26. Getting started with the
Gemini API
Building for Everyone

27. Gemini API
aistudio.google.com
●Generate API Keys
●Create, test, and save prompts
●Customize models in minutes
●Generate starter code

28. Gemini API
aistudio.google.com

29. Gemini API
aistudio.google.com

30. Gemini API
aistudio.google.com

31. Gemini API
aistudio.google.com

32. Gemini API

33. ai.google.dev
REST API + Client libraries for Python, Node, Java, and Swift









LibrariesLibrariesSDKs

34. Vertex AI

Enterprise grade support.
Full MLOps (Examples: Model
evaluation, monitoring, registry)


Vertex AI

Check it out when you're
ready for production

Gemini API and Vertex AI

Both give access Gemini family
models.
Vertex AI
Cloud Production
ai.google.dev/docs/migrate_to_cloud
PlatfoEndpoints
rms
PlatformsPlatforms

35. Building for the Future:
Sustainable Codes &
Designs
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36. What is Sustainable Codes?
and Designs?
Sustainable codes or designs simply refers to those that
are efficient: uses resources (memory, CPU) effectively,
maintainable: easy to understand, modify, and update),
scalable: can handle increasing workloads without
significant changes), reusable: can be adapted for
different purposes or projects).
Building for Everyone

37. Ethical practices for
sustainable codes and
designs
Building for Everyone

38. Key Practices:
1. Modularization
Breaking code into smaller, reusable components.
2. Testing and Validation
Thoroughly testing code to ensure quality and
reliability.
3. Documentation:
Providing clear and concise documentation and
in-code comments.
4. Optimization
Identifying and addressing performance bottlenecks.
5. Consideration of future needs
Inclusively designing systems that can adapt to
changing requirements.
Sustainable Solution
Tools & Tips to consider for a
long-lasting solution

Version Control: Use of tools like Git for
managing changes.
Adopting Open Standards: Ensuring
interoperability.
Regular Updates: Keep solutions up to date
with the latest trends




Tips

39. Questions/Answers
Questions

40. ai.google.dev
Learning more
https://ai.google.dev/docs/discord

41. Thank you!
Godswill Egegwu
MetaPlus, LLC Connect on Linkedin
Last updated: 24 Aug 2024
Building for Everyone