Predicting price/make/model/etc from a photo of a car. Pretty cool that these days you can do this kind of thing as a side project.
@gdb
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2023 Will Accelerate AI Advancement and Adoption Significantly
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Prediction: 2023 will make 2022 look like a sleepy year for AI advancement & adoption.
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ML Development: Prioritize Quality-of-Life Code Improvements
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When editing an ML codebase, I recommend constantly taking small detours to make quality-of-life tweaks as you notice them, rather than send them off to languish in a bug tracker. Highest order bit in ML in iteration speed, and these small pains add up faster than you know.
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Experiment-Based Goals Over Outcome Targets in Tech
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A management lesson we learned early on in Dota. We'd initially set goals of the form "beating X player by Y date", but when we fell behind, wasn't clear to anyone how to speed it up since we didn't know what would work. Great results from instead "try X experiment by Y date".
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AI Copilot for Spreadsheet Automation and Data Management
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Copilot, but for your spreadsheet: https://t.co/N6H8mmQAiW
— Greg Brockman (@gdb) 29 décembre 2022Copilot, but for your spreadsheet:
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Personalizing AI for Individual Needs Within Societal Bounds
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Going to be really important that we can each get AI to do what we individually want (within the broad bounds of what society deems acceptable) as AI becomes part of daily life. Will take iteration & research to get it right, hoping to share initial ideas soon.
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CDN Integration Makes DALL-E Image Generation Simple
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Clever integration making DALL-E dead-simple to use — a CDN which lets you generate new images just by requesting an appropriate URL:
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Code as Liability: Minimizing Complexity in Software Engineering
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Code is a liability, not an asset. So goal of software engineer is delivering the maximum amount of desired functionality at the cost of the least amount of code complexity, even as desired functionality evolves over time.
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Chat Becomes the Next Interface to Artificial Intelligence
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Chat is becoming the next interface to AI. https://t.co/qW9FEZ9e5p
— Greg Brockman (@gdb) 23 décembre 2022Chat is becoming the next interface to AI.
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ML Engineering: Master Semantics Through Self-Contained Test Files
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ML engineering productivity hack: write small self-contained files testing your understanding of any semantics you're fuzzy about (e.g. how CUDA streams interact with a full CUDA queue). Goal should be to turn these semantics into "muscle memory" before working end-to-end.
