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Eugenio Ruggieri

eugrug-60

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reacted to thomwolf's post with ❤️ 2 days ago

A Little guide to building Large Language Models in 2024 This is a post-recording of a 75min lecture I gave two weeks ago on how to train a LLM from scratch in 2024. I tried to keep it short and comprehensive – focusing on concepts that are crucial for training good LLM but often hidden in tech reports. In the lecture, I introduce the students to all the important concepts/tools/techniques for training good performance LLM: * finding, preparing and evaluating web scale data * understanding model parallelism and efficient training * fine-tuning/aligning models * fast inference There is of course many things and details missing and that I should have added to it, don't hesitate to tell me you're most frustrating omission and I'll add it in a future part. In particular I think I'll add more focus on how to filter topics well and extensively and maybe more practical anecdotes and details. Now that I recorded it I've been thinking this could be part 1 of a two-parts series with a 2nd fully hands-on video on how to run all these steps with some libraries and recipes we've released recently at HF around LLM training (and could be easily adapted to your other framework anyway): *`datatrove` for all things web-scale data preparation: https://github.com/huggingface/datatrove *`nanotron` for lightweight 4D parallelism LLM training: https://github.com/huggingface/nanotron *`lighteval` for in-training fast parallel LLM evaluations: https://github.com/huggingface/lighteval Here is the link to watch the lecture on Youtube: https://www.youtube.com/watch?v=2-SPH9hIKT8 And here is the link to the Google slides: https://docs.google.com/presentation/d/1IkzESdOwdmwvPxIELYJi8--K3EZ98_cL6c5ZcLKSyVg/edit#slide=id.p Enjoy and happy to hear feedback on it and what to add, correct, extend in a second part.

liked a Space about 2 months ago

cloudwp/prompt-machine

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New activity in newsmediabias/instruction-safe-llm 5 months ago

Can you provide me with permission to access the Dataset?

#3 opened 5 months ago by

New activity in stabilityai/stable-diffusion over 1 year ago

patti smith singing "people has the power" while plays guitar, cyberpunk, futuristic, realistic, coloured, photographic 3K, 8D

#14286 opened over 1 year ago by

patti smith singing people has the power ehile plays guitar, futuristic, realistic, coloured, photographic 3K, 8D

#14280 opened over 1 year ago by

New activity in stabilityai/stable-diffusion almost 2 years ago

Batman and Superman plays chess towers endgame on the chessboard, landscape Paris in rainy fall fantasy psychedelic, dark, realistic, concept art, HD, 8K

#13988 opened almost 2 years ago by