Leveraging Google Generative AI (Google Gemini) and Ethical Coding Practices in Building Sustainable Solutions - Godswill EGEGWU 24 August 2024.pdf
- 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
- 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 Building for Everyone
- 12. Code Generation Content generation Convert human language requests to machine requests Rapid tool building Generate code based on a user prompt
- 14. Image understanding 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
- 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
- 32. Gemini API
- 33. ai.google.dev REST API + Client libraries for Python, Node, Java, and Swift Libraries Libraries SDKs
- 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 Platforms Platforms
- 35. Building for the Future: Sustainable Codes & Designs Building for Everyone
- 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
- 41. Thank you! Godswill Egegwu MetaPlus, LLC Connect on Linkedin Last updated: 24 Aug 2024 Building for Everyone