A.I (Artificial Intelligence) for the rest of us

How to leverage A.I as a software engineer without the thorn & thistles.

Transcript

1. A.I (Artificial Intelligence) for the rest of us Prosper Otemuyiwa | Google DevFest Nairobi 2023
2. PROSPER OTEMUYIWA - Jollof Rice Advocate - Open Source Engineer - Core Team, Novu - Co-founder, Eden Life - Serial startup Investor
3. WHOA! NLP Backward Chaining Deep Learning LangChain LLM Cognitive Computing Forward Chaining Generative AI Neural network AGI ANI Transformer ChatGPT RLHF Zero-shot learning Tensorflow Gradient Descent CNN Diffusion RAG Keras llama PaLM diffusion
4. Why Me, Lord? Sielewi! 😓
5. TO BE AN A.I/M.L ENGINEER …there are some general assumptions
6. 01 Statistician PHD Mathematician 02 03 Be an advanced numbers guru / highly credentialed.
7. Be incredibly smart / genius
8. What About The Rest of Us?
9. WE JUST WANT TO BUILD, SHIP & ENHANCE SOFTWARE not genius / incredibly smart not AI-specialized not highly credentialed
10. There’s Hope for Us! …I promise
11. There’s Hope for Us! Let’s get to work
12. The AI API Approach ❖ Frontend think in Components ❖ Backend think in Services ❖ DevOps think in configs & orchestration
13. KNOW THE VOCAB & BASICS 01 Learn the glossary of A.I, understand the terms so you can leverage the most of it!
14. Glossary & Vocabulary Generative AI - AI focused on generating new and original content, images, text, music etc based on patterns from existing data. LLM - A type of AI model that can generate human-like text and is trained on a broad dataset. Natural Language Processing - AI focused on interaction between humans and computers through natural language.
15. Leverage Generative AI & Large Language Models via Cloud PLATFORMS 02 Discover and choose the models best suited for your needs from any of these platforms!
16. REPLICATE.COM Run Models in the Cloud at Scale
17. REPLICATE.COM Explore thousands of models at scale
18. REPLICATE.COM Use them at scale via simple API calls
19. OPENAI.COM Explore Models at Scale via APIs GPT-3.5 & 4 - Understand & generate natural language or code DALL-E - Generate & edit images with a natural language prompt. Whisper - Convert audio to text. Embeddings - Text search, Code search, recommendations
20. OPENAI.COM Explore Models at Scale via APIs
21. OPENAI.COM Explore Models at Scale via APIs labs.openai.com
22. COHERE AI, COHERE.COM Explore Models at Scale via APIs - https://api.cohere.ai/v1 Generate - /generate Embed - /embed Classify - /classify Chat - /chat Language Detection - /detect-language Summary Generation - /summarize
23. ANTHROPIC CLAUDE - ANTHROPIC.COM Explore Models at Scale via APIs CLAUDE - State of the art high performance model CLAUDE INSTANT - Lighter, less expensive and much faster
24. ANTHROPIC CLAUDE - ANTHROPIC.COM Explore Models at Scale via APIs - https://api.anthropic.com/v1/ Completion - /complete JS
25. ANTHROPIC CLAUDE - ANTHROPIC.COM Explore Models at Scale via APIs - https://api.anthropic.com/v1/ Completion - /complete Python
26. GOOGLE AI Explore Google’s PaLM 2 LLM
27. GOOGLE AI Generative AI via the Vertex PaLM API ImageGen - Generate & customize images - imagegeneration Chirp - Speech to Text. Transcribe audio easily Codey - Generate and suggest code (completion) - code-bison - code generation - codechat-bison - code chat - code-gecko - code completion
28. GOOGLE AI Generative AI via the Vertex PaLM API - Grab an API Key from Google Maker Suite - https://makersuite.google.com/app/apikey
29. GOOGLE AI Generative AI via the Vertex PaLM API - Text Generation - npm install @google-ai/generativelanguage
30. GOOGLE AI Generative AI via the Vertex PaLM API - Text API example and source code Source code: https://github.com/google/generative-ai-docs/tree/main/demos/palm/web/list-it
31. GOOGLE AI Generative AI via the Vertex PaLM API - Chat API example and source code Source code: https://github.com/google/generative-ai-docs/tree/main/demos/palm/web/quick-prompt
32. Google Model Garden Explore all sort of Foundational and pre-trained models https://console.cloud.google.com/vertex-ai/model-garden
33. The Everyday A.I Tools! 03 Be acquainted with the everyday A.I tools. Know them, bask in them & supercharge your learning & everyday task!
34. PHIND.COM - A.I Search Engine & Pair Programmer
35. MIDJOURNEY.COM - Discord bot to create unique imagery from short text descriptions /imagine african engineer in coding paradise
36. CHAT.OPENAI.COM - ChatGPT, A large scale AI Language model that generates human-like text through conversations.
37. GitHub Copilot - Very awesome AI pair programmer. Works like a charm! So good!
38. Angry Pumpkins made with GPT-4 (for coding) and Midjourney / DALLE for the graphics https://x.com/javilopen/status/171936358735174071 1?s=46&t=xc4I0Z6yfWMu3mwDrPEmNQ
39. HUGGINGFACE.CO - A.I community : Hundreds of members, models & datasets. Enjoy collaboration
40. Like Bob the Builder, Build & Supercharge your Web App! 04 Learn to speedily supercharge your web apps with AI features. Build. Ship. Deploy
41. Ship in 24, 48, 72 hours? Let’s go! Your Project DAY 1 Integrate the appropriate model via API DAY 1 Choose an AI Cloud Provider DAY 1 Deploy & Tell the World about it DAY 1 Next.js, Python, React, Node, PHP, Ruby
42. Be like @Nutlope - The Weekend AI Engineer URL: roomgpt.io Source code (GitHub): https://github.com /Nutlope/roomGPT
43. Be like @Nutlope - The Weekend AI Engineer URL: restorephotos.io Source code (GitHub): https://github.com /Nutlope/restorePh otos
44. Be like @Nutlope - The Weekend AI Engineer URL: qrgpt.io Source code (GitHub): https://github.com /Nutlope/qrGPT
45. “A.I gives you great power. And with great power comes great responsibility.”
46. THANK YOU VERY MUCH! Twitter & GitHub - @unicodeveloper