đ„ Getting Data Scientists to Write Better Code with Laszlo Sragner
The MLOps Podcast - Un podcast de Dean Pleban @ DagsHub
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In this episode, we dive into the challenging but very important topic of getting data scientists to write better code. How to approach complex machine learning projects and break them down, and why growing unicorns đŠ is better than hunting them. Check out this is an awesome conversation with Laszlo Sragner, Founder at đ„ Hypergolic.  Join our Discord community: https://discord.gg/tEYvqxwhah --- Timestamps: 00:00 Podcast intro 01:00 Guest introduction 02:34 Why is writing better code important for data scientists?  03:40 How to improve your code 08:17 Don't be afraid of your code. 10:42 Breaking experiments into manageable pieces 12:35 How did your past experiences teach you to strive for better code? 15:21 Proving better code is worth it 18:07 What could be adopted from software development 23:06 What's the most interesting/challenging part of taking models to production? 27:12 What is the hardest part about building a machine learning model? 29:30 How it looks when it works well â a detailed example 36:23 The difference in writing better code in smaller startups compared to larger organizations 39:18 Laszlo's process for the first iteration in a machine learning project 44:33 Breaking data problems down into vertical slices 47:55 End-To-End Platforms vs. Best-of-breed tools 50:30 Obligatory job title discussion... 53:30 Hunting for data science unicorns 56:33 Traits to look for when building a data science team 58:30 Build vs. Buy? What's better? 59:56 What is the most exciting trend in ML and MLOps? 1:00:47 How do you stay up to date? 1:01:40 Recommendations for the audience --- Relevant Links: âĄïžLaszlo's awesome substack â https://laszlo.substack.com/ âĄïžLaszlo's LinkedIn â https://www.linkedin.com/in/laszlosragner/ âĄïžLaszlo's Twitter â https://twitter.com/xLaszlo Recommendations: đExplore/Expand/Extract by Kent Beck: https://www.youtube.com/watch?v=FlJN6_4yI2A đ©âđ»Code Quality â Refactoring by Martin Fowler: https://martinfowler.com/books/refactoring.html đGeometric Deep Learning by Bronstein/Velickovic: https://www.youtube.com/watch?v=5h6MbQ_65-o  âïžOnline Writing by Nicolas Cole: https://www.youtube.com/watch?v=Od5J2V-Lmlg đThe Last Shadow by Orson Scott Card: https://www.goodreads.com/en/book/show/7108926-the-last-shadow đŹ7 minutes, 26 seconds, and the Fundamental Theorem of Agile Software Development: https://www.youtube.com/watch?v=WSes_PexXcA đCheck Out Our Website! https://dagshub.com Social Links: âĄïžLinkedIn: https://www.linkedin.com/company/dagshub âĄïžTwitter: https://twitter.com/TheRealDAGsHub âĄïžDean PlbnTwitter: https://twitter.com/DeanPlbn
