ml-base

My notes on Machine Learning as I work on projects. I realized that I was looking up the same things too frequently so decided to make notes and logs.

• General Workflow: git, conda, wsl, vscode notes
• Data preprocessing: pandas, numpy notes
• Training: pytorch, tensorflow, hyperparamater tuning, cluster notes
• Domain Specific: time series, object detection, nlp notes

Create Environment

Python virtualenv

create environment with name env

python3 -m venv env

Conda Commands

create environment with latest python

conda create -n mlbase python

update conda itself

conda update conda

save conda environment (clean)

conda env export --from-history | grep -v "prefix" > environment.yml

VSCODE

keyboard shortcuts

Ctrl + Alt + Up/Down    Add Cursors
Shift + Alt + Up/Down   Copy Line Up/Down
Alt + Up/Down           Move Line(s) Up/Down
Ctrl + D                Add Cursor next to match
Ctrl + U                Cursor Undo
Ctrl + Shift + \        Go to Bracket
Ctrl + ]                Indent Line Forward
Ctrl + W                Close Tab