ml-notebooks

My Machine Learning Notebooks and Experimentation

Setup

Install Conda

• see: https://docs.anaconda.com/free/miniconda/
• for mac osx using command line install

mkdir -p ~/miniconda3
curl https://repo.anaconda.com/miniconda/Miniconda3-latest-MacOSX-arm64.sh -o ~/miniconda3/miniconda.sh
bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
rm -rf ~/miniconda3/miniconda.sh

Install Just

• see: https://github.com/casey/just
• for mac osx using homebrew

brew install just

clone with git lfs

• see: https://git-lfs.github.com/
• for mac osx using homebrew

brew install git-lfs

• clone this repo

git clone [email protected]:mudiarto/ml-notebooks.git
cd ml-notebooks

Run just commands

• just to see all commands
• just conda-init
• just env-init
• conda activate ml-notebooks

Usage

Marimo notebook

• list all notebooks: just list
• create/edit notebook: just edit <notebook-name>
• run notebook as app: just run <notebook-name>

References, Links

Collection of links found that maybe useful for learning and reference. Currently not on particular order, will be organized later.

• Dive into Deep Learning
• Deep Learning for Coders with fastai and PyTorch
• https://karpathy.ai/
• https://colah.github.io/
• https://www.3blue1brown.com/

NN

• Transformers Crash Course

PyTorch

• PyTorch playground
• Grokking PyTorch
• Effective PyTorch
• The Python Magic Behind PyTorch
• PyTorch StyleGuide
• Pytorch Coding Conventions
• Fine Tuning etc
• PyTorch Beginner - comment in chinese
• PyTorch Tutorial - nice commented out pytorch tutorial
• PyTorch Tutorial - another nice tutorial
• PyTorch Dive into Deep Learning - d2l.ai - d2l.ai in pytorch

Python

• Python is Cool - ChipHuyen
• Clean Code Python
• underscore in python