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https://github.com/mnm-matin/ml-notes
A Public base ml repo (conda, folders, etc) Highly opinionated
https://github.com/mnm-matin/ml-notes
Last synced: 19 days ago
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A Public base ml repo (conda, folders, etc) Highly opinionated
- Host: GitHub
- URL: https://github.com/mnm-matin/ml-notes
- Owner: mnm-matin
- License: mit
- Created: 2021-07-15T20:58:08.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2024-07-22T16:06:23.000Z (7 months ago)
- Last Synced: 2024-07-22T19:30:21.257Z (7 months ago)
- Language: Shell
- Size: 45.9 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 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
```