INTERFACE by apidays 2023 - Talk to your Data, Pablo Elgueta, Machine Learning Specialist and Lawyer

INTERFACE by apidays 2023
APIs for a “Smart” economy. Embedding AI to deliver Smart APIs and turn into an exponential organization
June 28 & 29, 2023

Talk to your Data: Making Data Accessible through AI
Pablo Elgueta, Machine Learning Specialist and Lawyer

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Transcript

1. Talk to your Data: Making Data Accessible through AI Pablo Elgueta Machine Learning Specialist
3. Productizing AI What are LLMs? Text-to-SQL demo Table of Contents The Impact of LLMs Q&A
4. What are LLMs? Machine Learning models More data, better performance Trained on huge datasets AI-as-a-Service
5. Impact of LLMs API-based Less resources Versatile Abstracted complexity
6. Before Data Collection Data Curation Data Transformation Train the model Data Exploration Data Validation Evaluate Integrate into app Test
7. Now App API LLM
8. Productizing AI New Stack New Problems New Challenges LangChain, LlamaIndex, Vector DBs. Prompt Engineering Token limit, context window, hallucinations New Paradigms Agents
9. New Stack
10. Prompt Engineering Art of getting an LLM to provide a desired output
11. Agents LLMs that can use tools
12. New Challenges Token Limits Context Window Hallucinations
13. Text-to-SQL demo
15. Q&A
16. Thank You Twitter: @pelgueta Linkedin: pelguetat Email: pelgueta.t@gmail.com