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a year ago
ResearchExplaining NFT Pricing with Machine Learning
The final installment in our blog series exploring the use of machine learning to accurately price NFTs. You can read the previous entry on determining what matters for NFT valuation [here](https://mirror.xyz/0x82FE4757D134a56BFC7968A0f0d1635345053104/hYImuHzw3_Pu-pYxVIoEbjguRKST-eeN_8eBKNgzQls). 
a year ago
ResearchDetermining What Matters for NFT Valuation
The third installment in our blog series exploring the use of machine learning to accurately price NFTs. Over the last few weeks, we’ve been diving deeper into how we use machine learning and crowd intelligence to generate automated and up-to-date NFT pricing, why machine learning models are important to achieve reliable valuations at scale, and much more. You can read the previous entry on taking NFT pricing to the next level with machine learning [here](https://mirror.xyz/0x82FE4757D134a56BFC7968A0f0d1635345053104/7H7NJWxVNZfYC4aIeJ6_wZ6LT1JtM_a1y5RZv4X1VNc). 
a year ago
ResearchThe Sotheby’s Ape Auction: How Upshot’s Appraisal Performed
Sotheby’s Auction House recently hosted an auction of 101 Bored Ape Yacht Club NFTs in another milestone for crypto collectibles. Prior to the auction, Sotheby’s estimated the value of the collection at $12–18m. We ran our machine learning models to value the Bored Apes on offer and stored the estimate on the blockchain before the auction ended. We arrived at a valuation of $25.3m for the bundle. The winning bid? $24.4m.