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FinGPT needs to be open-source and open-finance

https://github.com/AI4Finance-Foundation/FinGPT

by yanglet • 3 years ago

3 2 3 years ago

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yanglet2• 3 years ago

DO NOT expect Wall Street to open-source LLMs nor open APIs.

yanglet2• 3 years ago

1). Finance is high dynamic. BloombergGPT retrains LLM using a mixed dataset of finance and general sources is too much expensive (1.3M hours). Lightweight adaptation is highly favorable.

2). Internet-scale finance data (timely updates using an automatic data curation pipeline) is critical. BloombergGPT has privileged data access and API access. A promising alternative is "democratizing Internet-scale finance data".

3). Another key technology is "RLHF (Reinforcement learning from human feedback)", which is missing in BloombergGPT. RLHF enables learning individual preferences (risk-aversion level, investing habits, personalized robo-advisor, etc.)

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