Course repository for DS 301 - Applied Data Modeling and Predictive Analysis, Fall 2022

Computer Lab
Homework
Quiz

Datasets

housing.csv from https://github.com/ageron/handson-ml2
brain-bodysize.csv from https://github.com/asukul/DS301-f19
automobile.csv from https://github.com/MicrosoftLearning/Principles-of-Machine-Learning-Python/blob/master/Module3/Automobile%20price%20data%20_Raw_.csv
house-price.csv from https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data?select=train.csv
divorce.csv from https://archive.ics.uci.edu/ml/datasets/Divorce+Predictors+data+set

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
datasets		datasets
.gitignore		.gitignore
C00-InstallationCheck.ipynb		C00-InstallationCheck.ipynb
C00-InstallationCheck.py		C00-InstallationCheck.py
C02-SimpleLinearRegression.ipynb		C02-SimpleLinearRegression.ipynb
C03-BinaryClassifier.ipynb		C03-BinaryClassifier.ipynb
C05-PolynomialRegression.ipynb		C05-PolynomialRegression.ipynb
C06-SVM.ipynb		C06-SVM.ipynb
C11-DNN.ipynb		C11-DNN.ipynb
Detecting Diabetes in the Early Stages.ipynb		Detecting Diabetes in the Early Stages.ipynb
End-to-End Machine Learning Project.ipynb		End-to-End Machine Learning Project.ipynb
FinalProjectPresentationSchedule.ipynb		FinalProjectPresentationSchedule.ipynb
L02-DecisionTree.ipynb		L02-DecisionTree.ipynb
L03-1KNN-DigitsDataset.ipynb		L03-1KNN-DigitsDataset.ipynb
L03-2LogisticRegression.ipynb		L03-2LogisticRegression.ipynb
L04-EndToEnd.ipynb		L04-EndToEnd.ipynb
L05-BinaryClassifier.ipynb		L05-BinaryClassifier.ipynb
L06-MulticlassClassification.ipynb		L06-MulticlassClassification.ipynb
L07-FeatureSelection.ipynb		L07-FeatureSelection.ipynb
L08-1OneHotEncoding-Country.ipynb		L08-1OneHotEncoding-Country.ipynb
L08-2OneHotEncoding-Automobile.ipynb		L08-2OneHotEncoding-Automobile.ipynb
L11-Pipeline.ipynb		L11-Pipeline.ipynb
L13-DecisionTreeClassification.ipynb		L13-DecisionTreeClassification.ipynb
L18-PCA.ipynb		L18-PCA.ipynb
L22-ClassificationMLP.ipynb		L22-ClassificationMLP.ipynb
L24-DeepNets.ipynb		L24-DeepNets.ipynb
L25-CNN.ipynb		L25-CNN.ipynb
L26-CNNWithTensorFlow.ipynb		L26-CNNWithTensorFlow.ipynb
Lab 10 K-mean Clustering.ipynb		Lab 10 K-mean Clustering.ipynb
Lab 3 Logistic Regression.ipynb		Lab 3 Logistic Regression.ipynb
Lab 7 Decision Trees.ipynb		Lab 7 Decision Trees.ipynb
Lab 9 PCA.ipynb		Lab 9 PCA.ipynb
README.md		README.md
Untitled.ipynb		Untitled.ipynb
common_plots.py		common_plots.py
divorce_tree.dot		divorce_tree.dot
iris_tree.dot		iris_tree.dot

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Course repository for DS 301 - Applied Data Modeling and Predictive Analysis, Fall 2022

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