DataFramed

[DataFramed AI Series #4] Building AI Products with ChatGPT

May 11, 2023
Joaquin Marques, Founder and Principal Data Scientist at Kanayma LLC, brings 40 years of AI experience from giants like IBM and Oracle. He shares fascinating insights on building AI products, discussing the evolution of chatbots with ChatGPT. Joaquin dives into the complexities of integrating generative AI in business, the importance of context in AI interactions, and the need for scientific validation in AI models. He also offers practical advice and exciting stories from his consultancy that highlight the real-world impact of AI technology.
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INSIGHT

Chatbots and Local Data

  • ChatGPT makes chatbots more natural, but integrating local data due to privacy is challenging.
  • ChatGPT needs context to understand user questions and link them to local databases.
ADVICE

Value of AI Consultants

  • Hire experienced AI consultants to avoid project failures due to inexperience.
  • Consultants possess crucial knowledge of AI's limitations and feasibility for specific problems.
INSIGHT

Emergent Behavior in LLMs

  • Large language models (LLMs) exhibit emergent behavior when fed enough data.
  • While the transformer mechanism is understandable, LLMs can produce surprising responses.
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