--- title: "Video: Explaining Explainability: Learning to Whistle" description: "Unlock AI insights with GistLabsAI: We redefine intelligence through pragmatic algorithmic solutions, tailored for real-world applications." image: https://gistlabs.ai/hubfs/Agile%20Austin%20Product%20and%20AI%20SIG%20-%20October2024_thumbnail2.png --- [![GistLabs-logo-latest](https://gistlabs.ai/hs-fs/hubfs/GistLabs-logo-latest.png?width=250&height=90&name=GistLabs-logo-latest.png "GistLabs-logo-latest")](https://gistlabs.ai/) - [Services](https://gistlabs.ai/services) Show submenu for Services - [Overview](https://gistlabs.ai/services-old) - [Custom AI Development](https://gistlabs.ai/services/custom-ai-development) Show submenu for Custom AI Development - [Small Data AI](https://gistlabs.ai/services/small-data-ai) - [Decision Support](https://gistlabs.ai/services/decision-support) - [LLM, Vision, Voice](https://gistlabs.ai/services/llm-vision-voice) - [ChatGPT/LLM](https://gistlabs.ai/services/chat-gpt-and-llm) - [Data Engineering](https://gistlabs.ai/services/data-engineering) - [AI Strategy](https://gistlabs.ai/services/ai-strategy) Show submenu for AI Strategy - [Tech Due Diligence](https://gistlabs.ai/services/tech-due-diligence) - [AI HealthCheck](https://gistlabs.ai/services/ai-healthcheck) - [Data Strategy](https://gistlabs.ai/services/data-strategy) - [Data Governance](https://gistlabs.ai/services/data-governance) - [AI Safety/Governance Training](https://gistlabs.ai/services/ai-safety-governance-training) - [AI What's Possible Workshop](https://gistlabs.ai/services/ai-whats-possible-workshop) - [Case Studies](https://gistlabs.ai/case-studies) - [Blog](https://gistlabs.ai/blog) - [About Us](https://gistlabs.ai/about-us) - [Services](https://gistlabs.ai/services) Show submenu for Services - [Overview](https://gistlabs.ai/services-old) - [Custom AI Development](https://gistlabs.ai/services/custom-ai-development) Show submenu for Custom AI Development - [Small Data AI](https://gistlabs.ai/services/small-data-ai) - [Decision Support](https://gistlabs.ai/services/decision-support) - [LLM, Vision, Voice](https://gistlabs.ai/services/llm-vision-voice) - [ChatGPT/LLM](https://gistlabs.ai/services/chat-gpt-and-llm) - [Data Engineering](https://gistlabs.ai/services/data-engineering) - [AI Strategy](https://gistlabs.ai/services/ai-strategy) Show submenu for AI Strategy - [Tech Due Diligence](https://gistlabs.ai/services/tech-due-diligence) - [AI HealthCheck](https://gistlabs.ai/services/ai-healthcheck) - [Data Strategy](https://gistlabs.ai/services/data-strategy) - [Data Governance](https://gistlabs.ai/services/data-governance) - [AI Safety/Governance Training](https://gistlabs.ai/services/ai-safety-governance-training) - [AI What's Possible Workshop](https://gistlabs.ai/services/ai-whats-possible-workshop) - [Case Studies](https://gistlabs.ai/case-studies) - [Blog](https://gistlabs.ai/blog) - [About Us](https://gistlabs.ai/about-us) - ![Agile Austin Product and AI SIG - October2024_thumbnail2](https://gistlabs.ai/hubfs/Agile%20Austin%20Product%20and%20AI%20SIG%20-%20October2024_thumbnail2.png) # *Nov 8, 2024, 8:34:31 AM | [AI](https://gistlabs.ai/blog/topic/ai)* Video: Explaining Explainability: Learning to Whistle [John Heintz](https://gistlabs.ai/blog/author/john-heintz) ## *Share* - [mailto:?&subject=Video:%20Explaining%20Explainability:%20Learning%20to%20Whistle&body=Video:%20Explaining%20Explainability:%20Learning%20to%20Whistle%0A(https%3A%2F%2Fgistlabs.ai%2Fblog%2Fvideo-explaining-explainability)](mailto:?&subject=Video:%20Explaining%20Explainability:%20Learning%20to%20Whistle&body=Video:%20Explaining%20Explainability:%20Learning%20to%20Whistle%0A(https%3A%2F%2Fgistlabs.ai%2Fblog%2Fvideo-explaining-explainability)) - - - The folks at Agile Austin invited me to present at the [Product and AI Special Interest Group in October 2024](https://www.meetup.com/agileaustin/events/303683106).  The subject was "Explaining Explainability", which I wrote about in this [blog post.](https://gistlabs.ai/blog/explaining-explainability)   # Synopsis Learning “by example” isn’t explainable, learning “by model” is very explainable. ChatGPT is “by example”. # Conclusion The two ways “learning” can happen: - “by example”, learning to whistle and Neural Networks - “by model”, recipes and Bayesian Networks Both are useful but different. They can be combined to create a blended system with the best of both and significantly more explainable. LLMs can be used to expect details from document and those fed into a model for probabilistic explainable decisions.    [Connect with us](https://gistlabs.ai/blog#module_17122420222344) ![John Heintz](https://gistlabs.ai/hs-fs/hubfs/John%20Heintz%20Headshot%202023.jpg?width=70&name=John%20Heintz%20Headshot%202023.jpg) ### Written by: John Heintz ## You May Also Like ### [![Video: Explaining Explainability: Learning to Whistle](https://gistlabs.ai/hubfs/whistle_header2-1.png) *Oct 22, 2024, 8:47:18 AM | AI* Explaining Explainability: Learning to whistle](https://gistlabs.ai/blog/explaining-explainability) ### [![Video: Explaining Explainability: Learning to Whistle](https://gistlabs.ai/hubfs/DALL%C2%B7E%202024-03-01%2007.24.44%20-%20Create%20an%20abstract%20conceptual%20image%20representing%20What%20is%20AI%20in%20a%201.91_1%20aspect%20ratio.%20The%20image%20should%20include%20a%20brain-like%20structure%20made%20of%20digita.webp) *Feb 20, 2024, 4:09:56 PM | AI* What is AI?](https://gistlabs.ai/blog/what-is-ai) ### [![Video: Explaining Explainability: Learning to Whistle](https://gistlabs.ai/hubfs/DALLE%20Managing%20Uncertainty%20White%20PaperPNG.png) *Feb 28, 2024, 9:08:51 AM | AI* White Paper: Managing Uncertainty in Work and Velocity](https://gistlabs.ai/blog/managing-uncertainty-in-work-and-velocity) [Learn More](https://www.example.com) [![1](https://gistlabs.ai/hs-fs/hubfs/1.png?width=623&height=174&name=1.png "1")](https://gistlabs.ai/)   , , [tel:](tel:)   [![1](https://gistlabs.ai/hs-fs/hubfs/1.png?width=623&height=174&name=1.png "1")](https://gistlabs.ai/)   , , [tel:](tel:)   - [Services](https://www.example.com) - [Lorem Ipsum Dolor](https://www.example.com) - [Sit Amet](https://www.example.com) - [Aliquam Tincidunt](https://www.example.com) - [Vestibulum Auctor](https://www.example.com) - [Services](https://www.example.com) - [Lorem Ipsum Dolor](https://www.example.com) - [Sit Amet](https://www.example.com) - [Aliquam Tincidunt](https://www.example.com) - [Vestibulum Auctor](https://www.example.com) - [Services](https://www.example.com) - [Lorem Ipsum Dolor](https://www.example.com) - [Sit Amet](https://www.example.com) - [Aliquam Tincidunt](https://www.example.com) - [Vestibulum Auctor](https://www.example.com) [![Share on linkedin](https://7528302.fs1.hubspotusercontent-na1.net/hub/7528302/hubfs/raw_assets/public/mV0_d-web-default-modules_hubspot/img/linkedin-color.png?width=24&name=linkedin-color.png)](https://www.linkedin.com/company/gistlabsai) [![Share on twitter](https://7528302.fs1.hubspotusercontent-na1.net/hub/7528302/hubfs/raw_assets/public/mV0_d-web-default-modules_hubspot/img/x-twitter-color.png?width=24&name=x-twitter-color.png)](https://twitter.com/gistlabsai) © 2008-2024 Gist Labs, LLC DBA Gist Labs AI all rights reserved ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "John Heintz", "url" : "https://gistlabs.ai/blog/author/john-heintz" }, "dateModified" : "2024-11-08T14:34:31.903Z", "datePublished" : "2024-11-08T14:34:31.000Z", "headline" : "Video: Explaining Explainability: Learning to Whistle", "image" : [ "https://gistlabs.ai/hubfs/Agile%20Austin%20Product%20and%20AI%20SIG%20-%20October2024_thumbnail2.png" ], "mainEntityOfPage" : { "@id" : "https://gistlabs.ai/blog/video-explaining-explainability", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://gistlabs.ai/hubfs/1-1.png" } } } ```