CS506-Computational-Tools-for-Data-Science

Repository for CS 505 / ENG 500 as taught by Mark Crovella - BU Computer Science

Name		Name	Last commit message	Last commit date
Latest commit History 413 Commits
.github/workflows		.github/workflows
Resources		Resources
data		data
docs		docs
figs		figs
obsolete		obsolete
01-Intro-to-Python.ipynb		01-Intro-to-Python.ipynb
02A-Git-Jupyter.ipynb		02A-Git-Jupyter.ipynb
02B-Pandas.ipynb		02B-Pandas.ipynb
03-Probability-and-Statistics-Refresher.ipynb		03-Probability-and-Statistics-Refresher.ipynb
04-Linear-Algebra-Refresher.ipynb		04-Linear-Algebra-Refresher.ipynb
05-Distances-Timeseries.ipynb		05-Distances-Timeseries.ipynb
06-Clustering-I-kmeans.ipynb		06-Clustering-I-kmeans.ipynb
07-Clustering-II-in-practice.ipynb		07-Clustering-II-in-practice.ipynb
08-Clustering-III-hierarchical.ipynb		08-Clustering-III-hierarchical.ipynb
09-Clustering-IV-GMM-EM.ipynb		09-Clustering-IV-GMM-EM.ipynb
10-Low-Rank-and-SVD.ipynb		10-Low-Rank-and-SVD.ipynb
11-Dimensionality-Reduction-SVD-II.ipynb		11-Dimensionality-Reduction-SVD-II.ipynb
12-Anomaly-Detection-SVD-III.ipynb		12-Anomaly-Detection-SVD-III.ipynb
13-Learning-From-Data.ipynb		13-Learning-From-Data.ipynb
14-Classification-I-Decision-Trees.ipynb		14-Classification-I-Decision-Trees.ipynb
15-Classification-II-kNN.ipynb		15-Classification-II-kNN.ipynb
16-Classification-III-NB-SVM.ipynb		16-Classification-III-NB-SVM.ipynb
17-Regression-I-Linear.ipynb		17-Regression-I-Linear.ipynb
18-Regression-II-Logistic.ipynb		18-Regression-II-Logistic.ipynb
19-Regression-III-More-Linear.ipynb		19-Regression-III-More-Linear.ipynb
20-Recommender-Systems.ipynb		20-Recommender-Systems.ipynb
21-Networks-I.ipynb		21-Networks-I.ipynb
22-Networks-II-Centrality-Clustering.ipynb		22-Networks-II-Centrality-Clustering.ipynb
23-Gradient-Descent.ipynb		23-Gradient-Descent.ipynb
Dockerfile		Dockerfile
MF.py		MF.py
Makefile		Makefile
README.md		README.md
_config.yml		_config.yml
_toc.yml		_toc.yml
als.py		als.py
amazon-recs-dense-submatrix.csv.gz		amazon-recs-dense-submatrix.csv.gz
common.py		common.py
laUtilities.py		laUtilities.py
landing-page.md		landing-page.md
lmafit.py		lmafit.py
ln_preamble.py		ln_preamble.py
requirements.in		requirements.in
requirements.txt		requirements.txt
slideUtilities.py		slideUtilities.py

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