Samuel Taylor (@SamuelDataT) header
Samuel Taylor (@SamuelDataT) profile picture

Tweets about putting machine learning into prod + opinions about building software. Likes cooking, coding, and kindness. 📈 Data is my middle name.

Austin, TX
Joined June 2017
Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)Photo by Samuel Taylor (@SamuelDataT)
Step 1: Linear regression Step 2: realize linear regression solves the problem well enough. Step 3: mourn the fact that you won't get to break out the fancy stuff.
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Don't let the wins go to your head, or the losses go to your heart
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An ounce of requirements is worth a pound of development
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A/B tests should be evaluated at a cohort level. What's good for highly engaged users often differs from what's good for infrequent users.
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Bad compromise is worse than no compromise
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Make a wiki page with links to docs that people ask you about frequently
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Many of the best systems are emergent rather than designed
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death, taxes, and some engineer deciding to name their service "Hodor"
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Hope is not a strategy
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You are the average of the five podcasts you listen to most
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Humanity will create AGI before it creates a printer that works
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Simple solutions are REALLY hard to create
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Implement what Facebook did 2y ago and you'll probably make a ton of money
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If you can't say no, you can't prioritize
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Feelings are good for you. Explore them.
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Speed isn't the bottleneck on communication -- quality is
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Skepticism when creating the schedule. Optimism when executing it.
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Even when schedules slip, they still have value
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The weird ML hill I will die on: AUC is a bad acronym
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The hardest problem in computer science is opportunity sizing
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Surely Equifax would never leak all of my data I never consented to give them
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