DeepSeek-R1 is primed to disrupt the entire AI industry.
Look at what happened to the stock market!
But how does it differ from OpenAI's model?
- OpenAI: generates chains-of-thought data using a normal model and fine-tunes it for reasoning
- DeepSeek: uses reinforcement learning to train its model for reasoning without generating large amounts of data
Benefits:
- DeepSeek's approach can reason better than the original model as it generates new chains of thought
Limitations:
- DeepSeek's approach is restricted to chains-of-thought that can be verified mechanistically, mainly useful for coding and mathematics
Transfer Learning in Reasoning Models:
- There is ongoing research to see if reasoning models trained on one domain can be effective in other domains
Read more at: https://www.seangoedecke.com/deepseek-r1/?utm_source=tldrnewsletter
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