ITB_2023_Practical_AI_with_OpenAI_-_Grant_Copley_.pdf
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In this session, we will explore various practical applications the OpenAI API. We will begin with an introduction to the API and an overview of its capabilities. Then, we will examine several examples of how the API can be used, including natural language processing, chatbots, content creation, and translation. We will also take a look at cbopenai, a new ColdBox module for working with OpenAI. We will discuss how to get started with the API, including setting up an account, selecting the appropriate API, and integrating it into existing workflows. We will also explore the limitations and considerations when using OpenAI, and discuss potential advancements in practical AI. Intended Audience Participants should have a basic understanding of programming concepts and experience working with APIs.
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ITB_2023_Practical_AI_with_OpenAI_-_Grant_Copley_.pdf
- 1. Session Practical AI with OpenAI LED BY Grant Copley
- 2. GRANT COPLEY SPEAKER AT ITB2023 • Senior Dev @ Ortus • CFML since Allaire 3.1 • CBWIRE, CBFS • Nashville, TN USA • Proud dad, husband • Guitar, beat-maker
- 3. “AI will kill us all.” Thanks to our sponsors - Grant
- 4. AI Explosion • OpenAI ChatGPT - https://chat.openai.com/ • Github Copilot - https://github.com/features/copilot • Google Bard - https://bard.google.com/ • Microsoft New Bing w/ AI Chat - https://www.bing.com/ • Amazon Bedrock - https://aws.amazon.com/bedrock/ • Copywriting services ■ Copy AI - https://www.copy.ai/ ■ Jasper AI - https://www.jasper.ai/
- 5. Generative AI • Large Language Models (LLMs) ■ Trained on large datasets • Generates response based on input Generative artificial intelligence is a type of AI system capable of generating text, images, or other media in response to prompts. • Content generation • Summarization • Classification • Sentiment Analysis • Data Extraction • Translation • Code generation
- 6. CHATGPT Thanks to our sponsors
- 8. OPEN AI Thanks to our sponsors
- 9. Open AI ● Technology company that focuses on artificial intelligence ● Co-founded by Sam Altman, Elon Musk, and others ● Released DALL-e in January 2021, image generation ● Released ChatGPT 3.5 in November 2022 ○ GTP = Generative Pre-trained Transformer 🤓 ○ 1 million users within a month ○ 100 million users within 2 months ● Secured investments ○ $1 billion from Elon Musk, AWS, and others ○ $1 Microsoft in 2019, multi-billion-dollar investments in 2023
- 10. Open AI Playground ← Prompt ← Completion
- 11. CBOPENAI Thanks to our sponsors
- 12. CBOPENAI ● New ColdBox Module ● Simple API for accessing Open AI ● https://github.com/coldbox-modules/cbopenai ● Install: box install cbopenai ● Service Object ○ var openAIService = getInstance( "OpenAIService@cbopenai" ); ■ createCompletion() ■ createChatCompletion() ■ createImage() ■ createImageVariation() ■ createAudioTranscription() ……
- 13. TEXT COMPLETION Thanks to our sponsors
- 14. Text Completion
- 15. Text Completion
- 16. CHAT COMPLETION Thanks to our sponsors
- 17. Chat Completion
- 18. Chat Completion
- 19. IMAGE GENERATION Thanks to our sponsors
- 20. Image Generation
- 21. Image Generation
- 22. CASE STUDY Thanks to our sponsors
- 23. Case Study • Client ■ 60+ e-commerce stores ■ 3000+ products listings ■ 100,000+ products available ■ 300+ product vendors ■ Regular product updates • Challenges ■ Poor product descriptions ● Bad characters, formatting ● Bad grammar, misspellings ● Inconsistent ■ Poor SEO ● Meta keywords ● Meta description ■ Poor product titles Too much data to fix manually. 😢
- 24. Case Study • Solution ■ OpenAI ■ Use bad data in prompts ■ Generated 3000+ ● Product Descriptions ● Meta Keywords ● Meta Descriptions • Results ■ Product descriptions ● Readability ● Longer descriptions ● Convincingly Human ● Corrected misspellings ■ SEO ● Meta Keywords, Meta Descriptions ■ $30.00 ~ 0.01 per product
- 25. Final Thoughts ● Don’t wait ● Become an AI prompt engineer ○ Better prompts = better results ● Fine-tuning models ○ Use your own data and domain knowledge ○ Create better AI ● Daily changes ○ Can be overwhelming ○ ●
- 26. THANK YOU Thanks to our sponsors