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Course Schedule

Introduction

DateLectureLab
Jan 21Overview + DS is Impossible - worksheet
Jan 26CLASSES CANCELLEDLAB 1 Git Intro
Jan 28Git - worksheet

Clustering

DateLectureLab
Feb 2Intro + Distance & Similarity - worksheetLAB 2 Data Science Intro and Distance/Similarity
Feb 4CLASSES CANCELLED
Feb 9K-means - worksheetLAB 3 Clustering and K-Means
Feb 11K-means++ - worksheet PROPOSAL
Feb 16PRESIDENTS DAYLAB 4 K-Means++
Feb 17Hierarchical Clustering + Density Based Clustering - worksheet SUBSTITUTE MONDAY
Feb 18Density Based Clustering - worksheet
Feb 23Soft Clustering - worksheet

Singular Value Decomposition

DateLectureLab
Feb 25Clustering Aggregation + Singular Value Decomposition - worksheetLAB 5 Hierarchical Clustering
Mar 2SVD cont'd - worksheetLAB 6 No Lab/Review!

Classification

DateLectureLab
Mar 4MIDTERM 1
Mar 7-15SPRING RECESS
Mar 16Intro to Classification - worksheetLAB 7 Classification and KNN
Mar 18Decision Trees - worksheet
Mar 23Naive Bayes + Model Evaluation - worksheetLAB 8 Decision Trees and Naïve Bayes </tr>
Mar 25Recommender Systems + MIDTERM 2 LAUNCH
Mar 30MIDTERM REVIEW + Support Vector Machines (linear) - worksheetLAB 9 Recommender Systems and Linear SVMs
Apr 1Support Vector Machines (non linear) - worksheet </tbody> </table>

Regression

DateLectureLab
Apr 6Linear Regression - worksheetLAB 10 Non-linear SVMs and Intro to Linear Regression
Apr 8Linear Model Evaluation - worksheet
Apr 13Linear Model Evaluation Cont'd - worksheetLAB 11 Linear Regression Advanced and Model Evaluation
Apr 15Logistic Regression
Apr 20PATRIOTS DAYLAB 12 Logistic Regression
Apr 22Logistic Regression Cont'd SUBSTITUTE MONDAY
Apr 27Neural Networks FundamentalsLAB 13 Neural Networks
Apr 29Neural Networks Advanced

Final Project and Final

DateLectureLab
TBDFinal