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“Notably, we present a meta-optimizer called SafeRate that uses the upper bounds computed by AutoBound to derive learning rates that are guaranteed to monotonically reduce a given loss function”

ai.googleblog.com/2023/04/beyond…

2/ 'We're helping future home buyers earn a higher rate of return than a traditional savings account and giving them the knowledge that they're directly investing into homeowners and communities...It's just the #SafeRate community helping each other' 1:55

youtu.be/UJBXSUdVxLg?si…

3/ 'So what #SafeRate then does is it creates a smart contract that digitally represents all the promissory note itself. We actually deploy that #smartcontract to #Hedera #Hashgraph decentralized ledger' 17:52
CEO Dylan Hall on tracking the full #ESG Asset Lifecycle on a DLT

1/7 'Saferate is leveraging DLT tech to overcome these problems. We're onboarding quality #ESG fixed-income assets to Hedera #Hashgraph ledger for complete transparency of impact and performance of these investments' 2:04 $HBAR
Shima Rayej CIO Safe Rate
youtu.be/M28nx6ifQU8

4/ ICYMI,

SafeRate involved with TOKO and The Hashgraph Association Enterprise Accelerator Program

#Hedera $HBAR

x.com/danyeid_/statu…

3/ 'I teach a class at The University of Chicago & run a mortgage banker #SafeRate which also focuses on tokenization of mortgage assets in addition to being a globaldca fellow' 2:13
CEO Dylan Hall attends roundtable on HM Treasury's regulatory regime for cryptoassets

youtu.be/68WatWfia5Y?si…

Speaking of rEvolution!!

Safe Rate: Save $2,000. Get Mortgage. saferate.com

Rob Topping Safe Rate What Dylan is building at saferate is game changing and simple to use.

Excited to see what they will accomplish.

HBAR is on 🔥 right now as well.

Google AI Exciting SafeRate meta-optimizer development for better training & reduced hyperparameter tuning. Open-source, built on JAX. Future potential!

6. AutoBound also allows us to create more robust variants of existing optimizers such as Adam using SafeRate meta optimizer at the cost of slightly increased computation time.

Jax AutoBound github.com/google/autobou… computes polynomial upper & lower bounds on a given function over an interval. SafeRate meta-optimizer can then derive learning rates guaranteed to monotonically reduce a given loss function, without need for time-consuming hyperparam tuning