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 264 Commits
.github/workflows		.github/workflows
Old		Old
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.ipynb		06-Clustering-I.ipynb
07-Clustering-II.ipynb		07-Clustering-II.ipynb
07-Clustering-II.pdf		07-Clustering-II.pdf
08A-Clustering-III-Hierarchical.pdf		08A-Clustering-III-Hierarchical.pdf
08B-Clustering-III.ipynb		08B-Clustering-III.ipynb
08B-Clustering-III.pdf		08B-Clustering-III.pdf
09-Clustering-IV-GMM-EM.ipynb		09-Clustering-IV-GMM-EM.ipynb
09-Clustering-IV-GMM-EM.pdf		09-Clustering-IV-GMM-EM.pdf
10-Low-Rank-and-SVD.ipynb		10-Low-Rank-and-SVD.ipynb
10-Low-Rank-and-SVD.pdf		10-Low-Rank-and-SVD.pdf
11-Dimensionality-Reduction-SVD-II.ipynb		11-Dimensionality-Reduction-SVD-II.ipynb
11-Dimensionality-Reduction-SVD-II.pdf		11-Dimensionality-Reduction-SVD-II.pdf
12-Anomaly-Detection-SVD-III.ipynb		12-Anomaly-Detection-SVD-III.ipynb
12-Anomaly-Detection-SVD-III.pdf		12-Anomaly-Detection-SVD-III.pdf
13-Learning-From-Data.ipynb		13-Learning-From-Data.ipynb
14-Classification-Decision-Trees.pdf		14-Classification-Decision-Trees.pdf
14-Classification-I-Decision-Trees.ipynb		14-Classification-I-Decision-Trees.ipynb
15A-Classification-II-kNN.pdf		15A-Classification-II-kNN.pdf
15B-Classification-II-Demo.ipynb		15B-Classification-II-Demo.ipynb
15B-Classification-II-Demo.pdf		15B-Classification-II-Demo.pdf
16A-Classification-III-NB-SVM.pdf		16A-Classification-III-NB-SVM.pdf
16B-Classification-III-Random-Projection.ipynb		16B-Classification-III-Random-Projection.ipynb
16C-Classification-III-SVM-Demo.ipynb		16C-Classification-III-SVM-Demo.ipynb
16C-Classification-III-SVM-Demo.pdf		16C-Classification-III-SVM-Demo.pdf
17-Regression-I-Linear.ipynb		17-Regression-I-Linear.ipynb
17-Regression-I-Linear.pdf		17-Regression-I-Linear.pdf
18-Regression-II-Logistic.ipynb		18-Regression-II-Logistic.ipynb
18-Regression-II-Logistic.pdf		18-Regression-II-Logistic.pdf
19-Regression-III-More-Linear.ipynb		19-Regression-III-More-Linear.ipynb
19-Regression-III-More-Linear.pdf		19-Regression-III-More-Linear.pdf
20-Recommender-Systems-Edited.pdf		20-Recommender-Systems-Edited.pdf
20-Recommender-Systems.pdf		20-Recommender-Systems.pdf
21A-MapReduce.pdf		21A-MapReduce.pdf
21B-MapReduce-Demo.ipynb		21B-MapReduce-Demo.ipynb
22A-Networks-I-Intro-Edited.pdf		22A-Networks-I-Intro-Edited.pdf
22A-Networks-I-Intro.pdf		22A-Networks-I-Intro.pdf
22B-Networks-I-Intro-Demo.ipynb		22B-Networks-I-Intro-Demo.ipynb
22B-Networks-I-Intro-Demo.pdf		22B-Networks-I-Intro-Demo.pdf
23-Networks-II-Centrality.ipynb		23-Networks-II-Centrality.ipynb
23-Networks-II-Centrality.pdf		23-Networks-II-Centrality.pdf
24-Networks-III-Clustering.ipynb		24-Networks-III-Clustering.ipynb
24-Networks-III-Clustering.pdf		24-Networks-III-Clustering.pdf
25-Networks-MapReduce.pdf		25-Networks-MapReduce.pdf
CS505FinalProject-Fall2016.pdf		CS505FinalProject-Fall2016.pdf
Makefile		Makefile
README.md		README.md
_config.yml		_config.yml
_toc.yml		_toc.yml
common.py		common.py
laUtilities.py		laUtilities.py
landing-page.md		landing-page.md
ln_preamble.py		ln_preamble.py
postamble.tex		postamble.tex
preamble.tex		preamble.tex
slideUtilities.py		slideUtilities.py

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