Data Science Fundamentals

Course Contents

Name		Name	Last commit message	Last commit date
Latest commit History 22 Commits
assets		assets
data		data
ds_from_scratch		ds_from_scratch
images		images
mlruns/1/models		mlruns/1/models
others		others
.gitignore		.gitignore
01_Data_Acquisition_and_Management.ipynb		01_Data_Acquisition_and_Management.ipynb
02.1_feature-engineering.ipynb		02.1_feature-engineering.ipynb
02.2_feature-selection.ipynb		02.2_feature-selection.ipynb
02_data-cleaning.ipynb		02_data-cleaning.ipynb
03_data_exploration_and_visualization.ipynb		03_data_exploration_and_visualization.ipynb
04_model-selection.ipynb		04_model-selection.ipynb
05_model_evaluation.ipynb		05_model_evaluation.ipynb
06_LLMs_and_Foundation_Models.ipynb		06_LLMs_and_Foundation_Models.ipynb
07_MLOps_and_Experiment_Tracking.ipynb		07_MLOps_and_Experiment_Tracking.ipynb
08_exercise.ipynb		08_exercise.ipynb
0_framing_the_problem.ipynb		0_framing_the_problem.ipynb
Introduction.ipynb		Introduction.ipynb
README.md		README.md
create_dataset.py		create_dataset.py
example.db		example.db
feature_importance.png		feature_importance.png
mlflow.db		mlflow.db
pdp.png		pdp.png
requirements.txt		requirements.txt
shap_summary.png		shap_summary.png