# HF Code Makes You Mad, Can't Run? I Fixed Them!

**URL:** <https://discuss.huggingface.co/t/hf-code-makes-you-mad-cant-run-i-fixed-them/169042>\
**Category:** Beginners\
**Created:** [October 8, 2025, 10:21pm UTC](https://discuss.huggingface.co/t/hf-code-makes-you-mad-cant-run-i-fixed-them/169042 "2025-10-08T22:21:27Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![vuhung](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/vuhung/32/53965_2.png) [@vuhung](https://discuss.huggingface.co/u/vuhung)\
**Post date:** [October 8, 2025, 10:21pm UTC](https://discuss.huggingface.co/t/hf-code-makes-you-mad-cant-run-i-fixed-them/169042/1 "2025-10-08T22:21:27Z")

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The LLM Course on Hugging Face is a Rapper, but the Code Will Make You Go Mad! 🤯

I’ve completed The LLM Course from Hugging Face! What a ripper of a learning experience - it’s full of advanced concepts that are truly “food for your brain,” taking you from Transformer fundamentals right through to fine-tuning large language models (Llama, GPT, etc.), and the best part is - WITH reasonings.

However, let’s be honest with each other: if you tried to run the notebooks straight from the course, you probably didn’t get the code running most of the time! 🤷‍♂️ Dependency issues, outdated scripts, or just getting stuck. It happens to everyone!

That’s why I took the plunge and rebuilt everything from scratch.

I created my own working Jupyter Notebooks - meticulously cleaned, debugged, and tested—so they run seamlessly on:  
✅ Google Colab  
✅ AWS SageMaker  
✅ Your local machines (Python 3.9)

This will save you hours of debugging hell. Thanks me later!

Grab my working study notes (code included) here:  
🔗 github. com/vuhung16au/hf-transformer-trove

And a quick note to content creators: If a tutorial video has only 20K views after 3-4 years, maybe use a pointer on your slides and don’t just read them.

Happy learning, everyone!

On a quick side note, if you know of any positions where I can bring my passion for building impactful AI applications, I’d love to chat!

Cheers,

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**Author:** ![system](https://us1.discourse-cdn.com/hellohellohello/original/2X/d/de4155eb4aa4108ecb32a1389d7cc37ae69f88b7.png) [@system](https://discuss.huggingface.co/u/system)\
**Post date:** [October 8, 2025, 10:21pm UTC](https://discuss.huggingface.co/t/hf-code-makes-you-mad-cant-run-i-fixed-them/169042/2 "2025-10-08T22:21:28Z")

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**Author:** ![system](https://us1.discourse-cdn.com/hellohellohello/original/2X/d/de4155eb4aa4108ecb32a1389d7cc37ae69f88b7.png) [@system](https://discuss.huggingface.co/u/system)\
**Post date:** [October 9, 2025, 5:25am UTC](https://discuss.huggingface.co/t/hf-code-makes-you-mad-cant-run-i-fixed-them/169042/3 "2025-10-09T05:25:08Z")

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