A collection of notebooks on machine learning engineering and operations.❚

Brackbill D, Centola D (2020) Impact of network structure on collective 
learning: An experimental study in a data science competition. PLoS ONE 
15(9): e0237978. https://doi.org/10.1371/journal.pone.0237978

aiofiles                      0.8.0
alembic                       1.8.0
boto3                         1.24.12
cmaes                         0.8.2
docker                        5.0.3
docker-compose                1.25.5
fastapi                       0.75.2
Flask                         2.1.2
httpie                        3.1.0
isort                         5.10.1
joblib                        1.1.0
jupyter-book                  0.13.0
kaggle                        1.5.12
kaleido                       0.2.1
keras                         2.8.0
loguru                        0.5.3
matplotlib                    3.5.1
mlflow                        1.26.1
mlxtend                       0.19.0
numpy                         1.22.4
optuna                        2.10.0
pandas                        1.4.2
pandera                       0.10.1
pip                           22.0.4
pipenv                        2022.6.7
plotly                        5.7.0
prefect                       2.0b5
pyarrow                       7.0.0
pydantic                      1.8.2
regression-model-template     0.1.0
scikit-learn                  1.0.2
scipy                         1.8.1
seaborn                       0.11.2
SQLAlchemy                    1.4.37
starlette                     0.17.1
statsmodels                   0.13.2
tensorboard                   2.8.0
tensorflow-datasets           4.5.2
tensorflow-macos              2.8.0
tensorflow-metadata           1.7.0
tensorflow-metal              0.4.0
tf-estimator-nightly          2.8.0.dev2021122109
toolz                         0.11.2
torch                         1.10.2
torchvision                   0.11.3
tqdm                          4.64.0
uvicorn                       0.17.6
xgboost                       1.5.1

Model Name:	                MacBook Air
Model Identifier:	        MacBookAir10,1
Chip:                           Apple M1
Total Number of Cores:          8 (4 performance and 4 efficiency)
Memory:                         8 GB
System Firmware Version:	7429.61.2
OS Loader Version:	        7429.61.2