emanueledej/notebooks-ml

Notebooks usados no curso de Aprendizado de Máquina da Católica de Santa Catarina

Notebooks

Contributing

When adding commits to a project, add the name of the project in the beginning of the commit message. E.g.: [project] Add raw data.

Structure

├── <project_name>/
|   ├── data/
|   |   ├── __init__.py
|   |   ├── dataset.py              # Code to download or generate data
│   |   ├── external/               # Data from third party sources
│   |   ├── interim /               # Intermediate data that has been transformed
│   |   ├── processed/              # The final, canonical data sets for modeling
│   |   └── raw/                    # The original, immutable data dump
|   |
|   ├── docs                        # Documentation
│   |
|   ├── models                      # Trained and serialized models, model predictions, or model summaries
|   |   └── __init__.py             # Scripts to train models and then use trained models to make predictions
|   |
|   └── notebooks                   # Jupyter notebooks. Naming convention is a number (for ordering),
│                                   # the creator's initials, and a short - delimited description, e.g.
│                                   # 1.0-jqp-initial-data-exploration.
└── <project_name>/

Installation

brew install node
pip install pipenv
pipenv install

Config notebooks diff for git:

pipenv run nbdime config-git --enable --global

Or use the web ui:

nbdiff-web [<commit> [<commit>]] [<path>]

Config spaCy models:

pipenv run python -m spacy download en_core_web_md
pipenv run python -m spacy link en_core_web_md en

pipenv run python -m spacy download pt_core_news_sm
pipenv run python -m spacy link pt_core_news_sm pt

Running it

pipenv run jupyter lab