notes

Contains Example Programs and Notebooks for courses offered by A. Taylan Cemgil at Bogazici University, Department of Computer Engineering

. CMPE 250 Data Structures

. CMPE 547, Bayesian Statistics and Machine Learning

. CMPE 548, Monte Carlo Methods,

. CMPE 58R, Statistical Data Analysis,

. CMPE 482, Numerical Linear Algebra and Its Applications,

. CMPE 462, Machine Learning,

. SWE 546, Data Mining,

. SWE 582, Machine Learning for Data Analytics,

. FE 587, Computer Programming for Finance

. FE 588, Python Programming for Finance

Ali Taylan Cemgil

Name	Name	Last commit message	Last commit date
Latest commit atcemgil Created using Colaboratory Jan 24, 2021 380d310 · Jan 24, 2021 History 157 Commits
cmpe482	cmpe482	Deleted unnecessary checkpoint files from working directories	Feb 17, 2018
data	data	byoyo files updated	Jul 4, 2018
fe588	fe588	matrix_inv_lemma added	May 28, 2019
images	images	various changes	Mar 11, 2017
latex	latex	ModelingExamples added	Oct 13, 2015
swe546	swe546	Veri Analitigi ekler	Apr 18, 2018
swe582	swe582	fe	Nov 27, 2018
.gitignore	.gitignore	Add ipython checkpoint directory to gitignore	Feb 17, 2018
AR1-Model-Octave.ipynb	AR1-Model-Octave.ipynb	Norms and CG added	Feb 12, 2017
AlternatingLeastSquares.ipynb	AlternatingLeastSquares.ipynb	minor modifications	May 10, 2017
Automatic Differentiation.ipynb	Automatic Differentiation.ipynb	minor updates	Sep 25, 2018
BayesianLinearModel.ipynb	BayesianLinearModel.ipynb	MNIST	Nov 28, 2018
BayesianNetworks.ipynb	BayesianNetworks.ipynb	pytorch	Oct 24, 2018
ChangeOfVariables.ipynb	ChangeOfVariables.ipynb	Automatic Differentiation Exercise added	Oct 9, 2017
ConjugateGradients.ipynb	ConjugateGradients.ipynb	fe588 examples updated	Oct 24, 2017
DataSets.ipynb	DataSets.ipynb	fe	Oct 23, 2018
DecisionTree.ipynb	DecisionTree.ipynb	svd updated	Apr 26, 2018
DrawGraphs.ipynb	DrawGraphs.ipynb	fe	Nov 27, 2018
DrawNN.py	DrawNN.py	MNIST	Nov 28, 2018
DynamicalSystems.ipynb	DynamicalSystems.ipynb	DataSets	Mar 24, 2018
GD_animation.py	GD_animation.py	logres with cvx really added	Feb 19, 2016
GradientDescent.ipynb	GradientDescent.ipynb	matrix_inv_lemma added	May 28, 2019
HamiltonianDynamics.ipynb	HamiltonianDynamics.ipynb	DataSets	Mar 24, 2018
HiddenMarkovModel.ipynb	HiddenMarkovModel.ipynb	fe	Nov 27, 2018
HiddenMarkovModel.py	HiddenMarkovModel.py	add HMMs	Mar 19, 2017
HitAndRun.ipynb	HitAndRun.ipynb	fe588 examples	Sep 26, 2017
KNN.ipynb	KNN.ipynb	svd updated	Apr 26, 2018
KalmanFilter.ipynb	KalmanFilter.ipynb	matrix_inv_lemma added	May 28, 2019
Kmeans.ipynb	Kmeans.ipynb	minor updates	Sep 25, 2018
LICENSE	LICENSE	Initial commit	Oct 3, 2015
LSTM.ipynb	LSTM.ipynb	BayesianNetworks added	Jun 16, 2018
Latent Ability Models.ipynb	Latent Ability Models.ipynb	Latent Ability Models added	Nov 12, 2016
Logistic Matrix Factorization.ipynb	Logistic Matrix Factorization.ipynb	BayesianNetworks added	Jun 16, 2018
LogisticRegression.ipynb	LogisticRegression.ipynb	fe	Nov 13, 2018
MNIST Classification.ipynb	MNIST Classification.ipynb	matrix_inv_lemma added	May 28, 2019
Matrix Calculus.ipynb	Matrix Calculus.ipynb	MNIST	Nov 28, 2018
MatrixFactorization.ipynb	MatrixFactorization.ipynb	svd updated	Apr 26, 2018
MeanVarianceCorrelation.ipynb	MeanVarianceCorrelation.ipynb	various changes	Mar 11, 2017
MixtureModels.ipynb	MixtureModels.ipynb	Minor changes	Feb 8, 2017
ModelingExamples1.ipynb	ModelingExamples1.ipynb	fe	Oct 23, 2018
ModelingExamples2.ipynb	ModelingExamples2.ipynb	pytorch	Oct 24, 2018
MultiLayerPerceptron.ipynb	MultiLayerPerceptron.ipynb	matrix_inv_lemma added	May 28, 2019
MultivariateGaussian.ipynb	MultivariateGaussian.ipynb	matrix_inv_lemma added	May 28, 2019
Norms.ipynb	Norms.ipynb	minor changes	Feb 18, 2018
ParticleFilter.ipynb	ParticleFilter.ipynb	minor changes	Feb 18, 2018
README.md	README.md	autodiff	Feb 22, 2018
Reduced Rank MM.ipynb	Reduced Rank MM.ipynb	byoyo files updated	Jul 4, 2018
Regression.ipynb	Regression.ipynb	fe	Oct 23, 2018
RobustRegression.ipynb	RobustRegression.ipynb	MLP	Mar 21, 2018
SVD.ipynb	SVD.ipynb	BayesianNetworks added	Jun 16, 2018
Sampling1.ipynb	Sampling1.ipynb	minor changes	Feb 18, 2018
Sampling2.ipynb	Sampling2.ipynb	matrix_inv_lemma added	May 28, 2019
Spark Introduction.ipynb	Spark Introduction.ipynb	modelling examples	May 7, 2018
StochasticGradientDescent.ipynb	StochasticGradientDescent.ipynb	MLP	Mar 21, 2018
TextProcessing.ipynb	TextProcessing.ipynb	pytorch	Oct 24, 2018
VPythonAnimations.ipynb	VPythonAnimations.ipynb	matrix_inv_lemma added	May 28, 2019
VeriAnalitigiNotlar.ipynb	VeriAnalitigiNotlar.ipynb	modelling examples	May 7, 2018
Visualizations.ipynb	Visualizations.ipynb	byoyo files added	Jul 1, 2018
bouncing_ball_animation_01.py	bouncing_ball_animation_01.py	Logistic Regression minor update	Feb 27, 2018
byoyo2018-giris-1.ipynb	byoyo2018-giris-1.ipynb	fe	Oct 23, 2018
byoyo2018-giris-2.ipynb	byoyo2018-giris-2.ipynb	minor updates	Sep 25, 2018
byoyo2018-giris-3.ipynb	byoyo2018-giris-3.ipynb	fe	Oct 23, 2018
clusters.png	clusters.png	minor updates	Feb 20, 2017
cos_sin.png	cos_sin.png	Automatic Differentiation Exercise added	Oct 9, 2017
cos_sin_with_df.png	cos_sin_with_df.png	Automatic Differentiation Exercise added	Oct 9, 2017
gp_image_01.png	gp_image_01.png	minor additions	Nov 21, 2016
html_utils.py	html_utils.py	modellingExamples updated. Independence test added.	Mar 19, 2017
html_utils_tester.py	html_utils_tester.py	modellingExamples updated. Independence test added.	Mar 19, 2017
matkoy2021-1.ipynb	matkoy2021-1.ipynb	Created using Colaboratory	Jan 24, 2021
matrix_norm_sliders.py	matrix_norm_sliders.py	minor updates	Feb 20, 2017
notes_utilities.py	notes_utilities.py	matrix_inv_lemma added	May 28, 2019
pharma2.jpg	pharma2.jpg	minor updates	Feb 20, 2017
plot_normballs.py	plot_normballs.py	minor additions	Nov 21, 2016
pyTorchExample.ipynb	pyTorchExample.ipynb	matrix_inv_lemma added	May 28, 2019
swe582-regression.ipynb	swe582-regression.ipynb	asian added	Nov 19, 2016
template.py	template.py	minor updates	Feb 20, 2017
template_anim.py	template_anim.py	templates added	Feb 14, 2017
template_equations.py	template_equations.py	Gradient Descent added	Oct 4, 2017
template_slider.py	template_slider.py	Gradient Descent added	Oct 4, 2017
template_toggle_code.py	template_toggle_code.py	modellingExamples updated. Independence test added.	Mar 19, 2017
vpython_utilities.py	vpython_utilities.py	various changes	Mar 11, 2017

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