Because the FineWeb Dataset is already super good. You can train 7B or 32B Param models at home
The >600B Param model isn't really using all the data effectively, but with a MacStudio Farm you can also train that one at home (if you have enough money to buy at least 100).
Here's the easy way: https://github.com/FareedKhan-dev/train-deepseek-r1
More details: https://www.bentoml.com/blog/the-complete-guide-to-deepseek-...
Here's how DeepSeek-R1-Zero was built, basically from 0 to Hero, including weights the FULL Training Data and everything you need to get it running locally or on servers.https://medium.com/@GenerationAI/how-deepseek-r1-zero-was-re...
For $30 USD you can also train a small DeepSeek at home!
https://github.com/Jiayi-Pan/TinyZero
https://huggingface.co/deepseek-ai/DeepSeek-R1-Zero (the model)