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1 points·by timestap·hace 3 años·0 comments

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Peak Data (and how to solve model collapse)

eastwind.substack.com
2 points·by timestap·hace 3 años·1 comments

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timestap
·hace 2 años·discuss
Are there any case studies of companies/cloud vendors using non-Nvidia GPUs for inference at scale?

Assuming startups like Etched (with its recent massive funding) could shrink CapEx quite a bit (and make it not such a large revenue shortfall)
timestap
·hace 3 años·discuss
Analysis of the "tidal waves" sweeping over the VC landscape. The post examines how some of the macro trends + rapid advancements in AI are reshaping the venture & startup ecosystem, which include:

- The impact of increasing fund sizes on returns (and why a $500M fund might need to generate $17.5B in exit value to 3X). - Novel strategies in which data science and AI can be applied in the VC investment process. - How VC, traditionally a “cottage industry”, is becoming more high-frequency

As well as some predictions on where the industry might be headed:

- How Solo GPs and smaller/nimbler firms could harness AI to rival much larger investment platforms. - The transformation of VC into a more traditional asset class (but with a twist!) - The potential re-emergence of ‘calm funds’ in a world of capital-efficient, AI-native startups - The changing role of CVCs and cloud hyperscalers in startup investing, and why massive funding rounds in foundation model startups probably won’t continue

Would love thoughts & feedback from the community!
timestap
·hace 3 años·discuss
Excited to share my thoughts on "model collapse". As the internet becomes increasingly filled with machine-generated data, I explore whether we are at “Peak Data”, how that might affect the efficacy of large language models & applications like ChatGTP going forward, as well as possible solutions that players at the foundation model & data layer might use to adapt to this new world.