This page lists AI and ML tools, projects, and processes I use to enhance my productivity and that my team or others may find interesting. (some of the details/implementation specifics need to be filled in)
- Product Manager Story Creation Tool
- Project Goal: Given a detailed description of what you want your team to build, the tool will output a general description, detailed requirements, and use cases that can be used as a starting point for ticket creation.
- Article I wrote on accomplishing this and integrating with JIRA – https://medium.com/@dyerelian/product-management-meets-ai-a-guide-to-automating-jira-with-custom-gpts-31494e02987e
- AI-Powered Product Management Workshop
- I was invited to lead a two-hour workshop on AI-driven product management techniques for Zonda’s product team (Homes.com, Apartments.com, etc.). The session focused on practical ways AI can improve efficiency and decision-making for product managers.
- Presentation & Workshop Materials:
View the full presentation (with sensitive information removed)
Download the hands-on workshop materials (ZIP)
- GEMBA translation measurement
- Project Goal: Using Microsoft Translator to evaluate the quality of machine translations, specifically using a method that relies on large language models
- Note summarize custom GTP
- Project Goal: Take raw meeting transcripts from tools like Google meeting notes and generate output that includes the Attendee List, Action Items, Key Outcomes, and Strategic Decisions.
- Quick Video Script and Image Creator – Creates the inputs for a short 60-second video on any topic
- Project Goal: Research a topic and provide 5 facts, generate a script, generate funny headlines for each section of the script, and generate images that will go along with the script
- ML Project to predict lead quality in lead generation products
- Project Goal: Predict lead quality and conversion probability using only limited self-reported user data from form submissions – ML Engineer published paper on or work – https://arxiv.org/pdf/1901.05115v1