In this episode, I'm speaking with Lee Harper, Principal Data Scientist at Catapult Systems. Lee holds a Ph.D. in Physical and Theoretical Chemistry. Lee is a teacher-turned-data scientist. We cover the various entry paths into the world of data science, the value of background diversity, security in ML production, and even AI fairness.
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Timestamps:
- 00:00 Podcast intro
- 01:00 Guest introduction
- 01:39 How did you get into the fields of data science and machine learning?
- 05:04 Coding boot camps vs. academia & diversity of backgrounds in ML
- 09:37 How does the process of bringing your work into production change over the years?
- 13:02 How has the change in the languages used for data science affected production processes?
- 16:01 How do you accelerate the timeframes for getting from POC to production in ML?
- 18:19 Do data scientists reinvent the wheel more often than software developers, and why?
- 22:14 The value of learning how to Google
- 23:00 Recurring themes, challenges, and common issues in data science
- 27:50 Solving for security in ML in production
- 31:57 ML security considerations for startups
- 34:30 Data security considerations in ML
- 35:18 What is the most interesting topic in machine learning right now?
- 38:05 ML fairness, bias, and responsible AI
- 41:44 What does it mean to build a fair or unbiased model?
- 47:15 If you had to choose one challenge in bringing models to production, what would it be?
- 51:00 What are the tools and processes that you use to make the transition to production easier?
- 55:35 About "vendor lock-in"
- 58:00 Your favorite tool recommendations
- 1:03:35 Recommendations for the audience
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Relevant Links:
- Linux Command Line and Shell Scripting Bible – https://www.amazon.com/Linux-Command-Shell-Scripting-Bible/dp/1119700914
- Project Hail Mary – https://www.amazon.com/Project-Hail-Mary-Andy-Weir/dp/0593135202
Social Links:
- https://www.linkedin.com/company/dagshub/
- https://www.linkedin.com/company/catapult-systems/
- https://www.linkedin.com/in/leeharper2425/
- https://twitter.com/DeanPlbn
- https://twitter.com/TheRealDAGsHub
