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/.quarto/ |
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# Notes to self | ||
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List of notes to my future self | ||
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## Tech: | ||
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### Conda: | ||
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- use `https://anaconda.org/<channel_name>/repo` to list all packages in the channel | ||
from: <https://stackoverflow.com/a/70254570/674013> | ||
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- a lot of ways to search packages: | ||
<https://stackoverflow.com/questions/43222407/how-to-list-package-versions-available-with-conda> | ||
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### Docker: | ||
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- use [multi-stage builds](https://docs.docker.com/build/building/multi-stage/) to reduce image size and improve security | ||
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## AI: | ||
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# Links and Refs | ||
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My unorganized list of links | ||
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## AI | ||
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### Learning AI | ||
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#### books, tutorials | ||
- [Sebastian Raschka](https://sebastianraschka.com/books/) - good book to learn AI from scratch | ||
- [Dive into Deep Learning](https://d2l.ai) - learn ai from the concepts, the context, and the code. Academic. | ||
- [Fast AI](https://www.fast.ai/) - Practical deep learning for coders, with less math. Very practical | ||
- [Neural Network & Deep Learning](http://neuralnetworksanddeeplearning.com) - Free online book | ||
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#### links | ||
- [AI Canon](https://a16z.com/ai-canon/) - collections of links to learn AI | ||
- [Ilya Sutskever to John Carmack list of links](https://arc.net/folder/6D437AC8-7D42-4B9D-AC58-34A7EF6010D4) - Ilya Sutskever “If you really learn all of these, you’ll know 90% of what matters today” (2024) - very technical | ||
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#### refs, cheatsheets | ||
- [Google's Machine Learning Glossary](https://developers.google.com/machine-learning/glossary) - in case I forget something | ||
- [AI Wiki](https://machine-learning.paperspace.com/) - A repository of machine learning, data science, and artificial intelligence (AI) terms for individuals and businesses | ||
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# ML/AI Tools/Links | ||
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Links and my comments on tools that I found interesting around the web | ||
Links and my comments on tools that I found interesting around the web - in no particular orders | ||
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## Refs: | ||
- [Mudiarto ML/AI stars](https://github.com/stars/mudiarto/lists/ml-ai) - My collection of ML/AI stars as I stumbled upon them | ||
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## Tools I use | ||
- TBD | ||
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### Jupyter | ||
- I am deciding between [marimo](https://marimo.io/) and jupyter for doing my ML/AI learning. Marimo seems good, | ||
but for now, it seems jupyter is more standard and more supported. So I will use Jupyter for now, and probably | ||
experiment with marimo later | ||
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- I am experimenting with [jupyter-ai](https://jupyter-ai.readthedocs.io/en/latest/index.html) | ||
- installation was straightforward | ||
- [jupyter-ai experiment notebook](https://github.com/mudiarto/ml-notebooks/blob/dev/notebooks/misc/test-jupyter-ai.ipynb) | ||
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### MLFlow | ||
- I want to be able to keep track of my experiment instead of doing it randomly. | ||
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## Tools that seems useful | ||
- TBD | ||
- TBD | ||
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