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air_quality_test

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bye bye added to app
29dca43

03chrisk commited on

smol changes
2b39318

03chrisk commited on

smol changes
6f74836

03chrisk commited on

smol changes
d628901

03chrisk commited on

smol changes
aab3531

03chrisk commited on

smol changes
023cdaa

03chrisk commited on

smol changes
b24fb4a

03chrisk commited on

testing an app
24c2d24

03chrisk commited on

app.py
8a1061c

03chrisk commited on

app.py
47fce4a

03chrisk commited on

update readme
a2dd0cb

03chrisk commited on

pain
b99bbb9

03chrisk commited on

lfs
a4abbd6

03chrisk commited on

pls
a9380b2

03chrisk commited on

fixing
c56464e

03chrisk commited on

changes to git attr and readme
5467fd7

03chrisk commited on

adding git attr
9f6d330

03chrisk commited on

Create main.yml
b9f4c37
unverified

03chrisk commited on

initial commit
edc4138
verified

03chrisk commited on

Merge pull request #2 from atodorov284/model_development
d5419e0
unverified

Aleksandar Todorov commited on

Format code for flake8
d3d65f2

atodorov284 commited on

Format code for flake8
1b80238

atodorov284 commited on

Add extra scripts. Format code. \n Add .vs to .gitignore
88b8e22

atodorov284 commited on

added a python script to compute shap values and make a feature importance plot
153c799

03chrisk commited on

Update gitattributes file.
22d48ee

atodorov284 commited on

Add gitattributes file.
7558743

atodorov284 commited on

Update README with all info from the development stage.
5dbbc0c

atodorov284 commited on

Workflow fix for flake8 and reproducibility.
c285c60

atodorov284 commited on

Update workflows and style. Setup main for predictions.
a5cacc1

atodorov284 commited on

Created a predictor class to encapsulate and wrap the loaded models. \n Make a manual prediction to ensure the MLFlow tracking was correct, which is indeed the case. \n Can be accessed through prediction.py.
20c0381

atodorov284 commited on

Added MLFlow data from Habrok. Registered the best models.
4f659cb

atodorov284 commited on

Convert parameter space into a range rather than a grid.
3b0e766

atodorov284 commited on

Experiments track train and test MSE and RMSE correctly \n Code refactoring
6547e96

atodorov284 commited on

Added docker file
48b62db

atodorov284 commited on

fix access to paths and set them up properly
07469b1

atodorov284 commited on

Put model development pipeline in a .py file. Rewrote README. Made a config folder to store hyperparameter space searches. Co-authored with Chris and Csenge. Several TODOs in the README.
5c3cd79

atodorov284 commited on

Set up MLFlow. Automatic server setup at localhost 5000. Experiments for decision tree, random forest, and xgboost set up, optimized through Bayesian search.
18117cd

atodorov284 commited on

working on model development (xgboost and decision tree)
5d16f3a

03chrisk commited on

Co-authored-by: SzokeCsenge <SzokeCsenge@users.noreply.github.com>
ed5dbb6

03chrisk commited on

Merge pull request #1 from atodorov284/data_engineering
2921025
unverified

atodorov284 commited on

workflow fix
198ecc2

atodorov284 commited on

update workflows
4dbf5cb

atodorov284 commited on

added extra materials and update README
d2d624a

atodorov284 commited on

added train-test split, added saving mechanisms after the split, removed the normalizer class, added main.py
6015ff3

lukasz-sawala-goat 03chrisk commited on

Cleaning up and modularizing the data pipeline
e3d206e

03chrisk commited on

fixed time shift mechanism in data pipeline
ae91fbb

lukasz-sawala-goat commited on

pipeline preprocessing steps improvement/expansion
63a62c7

lukasz-sawala-goat commited on

adding utils.py which was untracked
0e35c37

03chrisk commited on

creating a pipeline
8641122

03chrisk commited on

creating a pipeline
6a9e30e

03chrisk commited on