Independent Components Analysis

Ricardo GutierrezOsuna 
2013 

0
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Report 
Evaluation Methods

Sebastian Raschka 
2018 

0
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Report 
Generative Models II

Phillip Isola 
2018 

0
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Report 
Clustering. Unsupervised Learning

MariaFlorina Balcan 
2015 

0
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Report 
Classification with Scattering

Joan Bruna 
2016 

0
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Report 
Nearest Neighbor Methods

Sebastian Raschka 
2018 

0
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Report 
Support Vector Machines

Dan Roth 
2018 

0
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Report 
KMeans Clustering (Unsupervised Learning)

Furong Huang 
2018 

0
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Report 
MLPs, RBFs and Statistical PR

Ricardo GutierrezOsuna 
2013 

0
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Report 
Support vector machines (SVMs)

David Sontag 
2016 

0
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Report 
The Perceptron

Furong Huang 
2018 

0
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Report 
Lecture 15: Structured Prediction

Kevin Gimpel 
2017 

0
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Report 
Logistic Regression

Marine Carpuat 
2018 

0
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Report 
Naive Bayes: Text Classification

Ansaf SallebAouissi 
2014 

0
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Report 
Decision Trees

Tom M. Mitchell 
2015 

0
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kNearest Neighbors

Matt Gormley 
2016 

0
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Loglinear models

Jonathan Berant 
2017 

0
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Report 
Binary classification

Greg Durrett 
2018 

0
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Logistic Regression 1

Dragomir Radev 
2018 

0
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Report 
Text Classification

Yoav Artzi 
2018 

0
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Report 
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Nicholas Zabaras 
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0
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Report 
Natural Language Processing Classification III

Dan Klein 
2014 

0
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Evaluation of Text Classification

Dragomir Radev 
2016 

0
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Report 
Supervised Learning

Ethem AlpaydÄ±n 
2014 

0
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Report 
Evaluation Methods

Sebastian Raschka 
2018 

0
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Recap Clustering: Introduction

Hinrich Sch¨utze 
2014 

0
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Linear Models for Classication: Features & Weights

Nathan Schneider 
2018 

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Decision Trees

Sebastian Raschka 
2018 

0
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SVMs

Christopher Manning 
2017 

0
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Report 
KMeans and GMMs

Matt Gormley 
2016 

0
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Report 
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David Sontag 
2016 

0
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Support Vector Machines

Ricardo GutierrezOsuna 
2013 

0
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Ansaf SallebAouissi 
2014 

0
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The Perceptron

Furong Huang 
2018 

0
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Lecture 16: Structured Prediction in NLP, Syntactic & Semantic Formalisms

Kevin Gimpel 
2017 

0
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Xavier Bresso 
2017 

0
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Gaussian Naive Bayes

Matt Gormley 
2016 

0
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Decision Trees

Dan Roth 
2018 

0
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Math Review and Decision Trees

MariaFlorina Balcan 
2015 

0
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Global linear models

Jonathan Berant 
2017 

0
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Multiclass classification

Greg Durrett 
2018 

0
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Text Classification Contd + Document Representations

Sameer Singh 
2017 

0
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Bayesian Regression

Nicholas Zabaras 
2017 

0
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Hilbert Space Embeddings of Distributions

Eric Xing 
2014 

0
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VIP Cheatsheet: Unsupervised Learning

Afshine Amidi and Shervine Amidi 
2018 

0
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Naive Bayes Classifier

Ansaf SallebAouissi 
2014 

0
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Logistic Regression 1

Dragomir Radev 
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0
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Chuck Dyer 
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0
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Dragomir Radev 
2016 

0
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Classification

Brendan OConnor 
2015 

0
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Nearest Neighbors

Ricardo GutierrezOsuna 
2013 

0
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Report 
SVMs

Christopher Manning 
2017 

0
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Report 
Clustering(KMeans)

Matt Gormley 
2016 

0
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SVMs and Kernel Methods

Ricardo GutierrezOsuna 
2013 

0
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Linear Models for Classication: Discriminative Learning (Perceptron, SVMs, MaxEnt)

Nathan Schneider 
2018 

0
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Razvan C. Bunescu 
2017 

0
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Lecture 8: Inference in Structured Prediction

Kevin Gimpel 
2016 

0
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Logistic regression and Generative/Discriminative classifiers

Tom M. Mitchell 
2015 

0
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Seperable Scattering Operators

Joan Bruna 
2016 

0
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Linear regression

Tom M. Mitchell 
2015 

0
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Report 
Linear models review

Svetlana Lazebnik 
2018 

0
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Probabilistic view of a linear classifier

François Fleuret 
2019 

0
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Text Classification 1

Sameer Singh 
2017 

0
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Linear classification: Logistic Regression

Ansaf SallebAouissi 
2014 

0
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Examples of Text Classification

Dragomir Radev 
2016 

0
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Structured Perceptron, Viterbi

Marine Carpuat 
2018 

0
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Unsupervised Learning

Greg Durrett 
2018 

0
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Ansaf SallebAouissi 
2014 

0
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Report 
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Chuck Dyer 
2018 

0
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Dragomir Radev 
2018 

0
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Report 
Classication key concepts

Jacob Eisenstein 
2014 

0
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Classification and kNN 2

Dragomir Radev 
2017 

0
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Support Vector Machines

Hinrich Sch¨utze 
2014 

0
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Flat Clustering

Hinrich Sch¨utze 
2014 

0
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Report 
Perceptron

Dragomir Radev 
2017 

0
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Report 
Feature Selection

Dragomir Radev 
2017 

0
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Report 
Logistic Regression

Ansaf SallebAouissi 
2014 

0
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INFORMATION EXTRACTION

Trevor Cohn 
2018 

0
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Multilayer perceptrons

Ethem AlpaydÄ±n 
2014 

0
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Graham Neubig 
2017 

0
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Report 
Logistic regression and Generative/Discriminative classifiers

Tom M. Mitchell 
2015 

0
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Report 
Random Forests

Joan Bruna 
2016 

0
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Report 
Linear regression

Tom M. Mitchell 
2015 

0
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Report 
The perceptron

François Fleuret 
2019 

0
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Linear classifiers part I

Svetlana Lazebnik 
2018 

0
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Text Categorization

Raymond J. Mooney 
2017 

0
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François Fleuret 
2019 

0
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Logistic Regression, Nonlinear Features, Regularization

Matt Gormley 
2016 

0
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Statistical NLP

Tom Kwiatkowski 
2016 

0
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Soft Clustering vs Hard Clustering

John Paisley 
2017 

0
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Ansaf SallebAouissi 
2014 

0
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Geometry and Nearest Neighbors

Furong Huang 
2018 

0
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Maximum Likelihood and Gaussian Models

Ansaf SallebAouissi 
2014 

0
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Statistical Clustering

Ricardo GutierrezOsuna 
2013 

0
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Classification and kNN 2

Dragomir Radev 
2018 

0
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Report 
Structure and Support Vector Machines

Chris Dyer 
2015 

0
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Feature Selection

Dragomir Radev 
2018 

0
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Multiclass Logistic Regression

David McAllester 
2017 

0
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Text Classification 1

Christopher Manning 
2017 

0
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Report 
Multilayer Perceptrons

Roger Grosse 
2018 

0
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Report 
CS11747 Neural Networks for NLP Structured Prediction Basics

Graham Neubig 
2017 

0
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Report 
Logistic regression, Loss Functions, Neural Networks

Marine Carpuat 
2018 

0
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Discriminative Training part 2

Chris CallisonBurch 
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Classification, kernels and metrics

Joan Bruna 
2016 

0
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MultiLayer Perceptrons

François Fleuret 
2019 

0
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Evaluation of Text Classification

Dragomir Radev 
2018 

0
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Report 
Linear classifiers part II

Svetlana Lazebnik 
2018 

0
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Report 
Lecture 2: Text Classification

Kevin Gimpel 
2016 

0
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Report 
Support vector machines (SVMs)

David Sontag 
2016 

0
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Report 
Maximum Entropy Models and Feature Engineering

Ralph Grishman 
2018 

0
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Regression for classification

Jinho D. Choi 
2017 

0
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Text Clustering

Raymond J. Mooney 
2017 

0
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Report 
Clustering

Ethem AlpaydÄ±n 
2014 

0
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Report 
Machine Learning in Practice + kNearest Neighbors

Matt Gormley 
2016 

0
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Report 
Linear Classification: Perceptron

Ansaf SallebAouissi 
2014 

0
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Report 
Multiclass Classification and Reductions

Furong Huang 
2018 

0
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Report 
Mixture Modeling

Roger Grosse 
2018 

0
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Report 
Unsupervised learning (part1)

David Sontag 
2016 

0
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Generative and Discriminative Models 1

Dragomir Radev 
2017 

0
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Report 
MultiClass Classification

KaiWei Chang 
2017 

0
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Report 
Feature Expansions

John Paisley 
2017 

0
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Report 
Least Squares Continued

John Paisley 
2017 

0
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Text Classification 1

Christopher Manning 
2017 

0
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Report 
Kernels Methods in Machine Learning

MariaFlorina Balcan 
2015 

0
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Lecture 13: Structured Prediction

KaiWei Chang 
2016 

0
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Discriminative Training

Chris CallisonBurch 
1155 

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Discriminative Models: MaxEnt,Perceptron

Ruihong Huang 
2017 

0
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Report 
Lecture 1: Introduction

Julia Hockenmaier 
2013 

0
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Report 
Unsupervised learning

Ansaf SallebAouissi 
2014 

0
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Report 
Multiclass classification

Svetlana Lazebnik 
2018 

0
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Report 
Natural Language Processing (CSEP 517): Text Classication

Noah Smith 
2017 

0
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Report 
Support vector machines (SVMs)

David Sontag 
2016 

0
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Report 
Feature Selection

Sebastian Raschka 
2018 

0
+

Report 
Logistic Regression

Brendan OConnor 
2015 

0
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Report 
Word/Sentence Embeddings, Text Classification

Mohit Bansal 
2017 

0
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Report 
Empirical Methods in Natural Language Processing Lecture 12

Philipp Koehn 
2008 

0
+

Report 
Hierarchical & Spectral clustering

David Sontag 
2016 

0
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Report 
Hierarchical Clustering

Hinrich Sch¨utze 
2014 

0
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Report 
Linear Regression, Least Squares and Gradient Descent

Ansaf SallebAouissi 
2014 

0
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Report 
Binary Classification with Linear Models

Furong Huang 
2018 

0
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Report 
Learning Generative Models

Chris Dyer 
2015 

0
+

Report 
VIP Cheatsheet: Supervised Learning

Afshine Amidi and Shervine Amidi 
2018 

0
+

Report 
Binary Classification

KaiWei Chang 
2017 

0
+

Report 
Classification and kNN 1

Dragomir Radev 
2017 

0
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Report 
Transformation Groups

Joan Bruna 
2016 

0
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Report 
Linear Regression

John Paisley 
2017 

0
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Report 
Vector Space Classification

Hinrich Sch¨utze 
2014 

0
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Report 
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MariaFlorina Balcan 
2015 

0
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Linear Models

Ansaf SallebAouissi 
2014 

0
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Report 
Discriminative Sequence

Nathan Schneider 
2018 

0
+

Report 
Multilayer Perceptrons

Ricardo GutierrezOsuna 
2013 

0
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Report 
Evaluation

Ralph Grishman 
2018 

0
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Report 
Unsupervised Learning

George Konidaris 
2016 

0
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Report 
Quadratic Classifiers

Ricardo GutierrezOsuna 
2013 

0
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Report 
CS11747 Neural Networks for NLP A Simple (?) Exercise:Predicting the Next Word

Graham Neubig 
2017 

0
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Support Vector Machines:Introduction

Ansaf SallebAouissi 
2014 

0
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Feature Selection

Sebastian Raschka 
2018 

0
+

Report 
Logistic Regression & Neural Networks

Marine Carpuat 
2017 

0
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Report 
Introduction to Support Vector Machines and Kernels

Dragomir Radev 
2018 

0
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Report 
Latent Graphical Models

Joan Bruna 
2016 

0
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Report 
Learning a Classier

Roger Grosse 
2018 

0
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Report 
Maximum Margin Classifiers

John Paisley 
2017 

0
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Report 
Classification & Information Theory Lecture #8

Andrew McCallum 
2007 

0
+

Report 
Classifcaaon

David R. Mortensen, Alan W. Black 
2018 

0
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Classification

David Bamman 
2017 

0
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Report 
Perceptron

Dragomir Radev 
2018 

0
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Report 
Local invariants and convolution

Joan Bruna 
2016 

0
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Report 
Minimum L2 Regression

John Paisley 
2017 

0
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Text Classification & Naive Bayes

Hinrich Sch¨utze 
2014 

0
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Report 
Perceptron

Dan Roth 
2018 

0
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Report 
Lossaugmented Structured Prediction

Marine Carpuat 
2018 

0
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LogLinear Models

Michael Collins, 
2018 

0
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Overview Statistical NLP

Tom Kwiatkowski 
2016 

0
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Evaluation Methods

Sebastian Raschka 
2018 

0
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EncoderDecoder Neural Networks

Nal Kalchbrenner 
2017 

0
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Unsupervised Learning

John Paisley 
2017 

0
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Report 
Linear Discriminant Functions

Ricardo GutierrezOsuna 
2013 

0
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TEXT CLASSIFICATION

Trevor Cohn 
2018 

0
+

Report 
Support Vector Machines: Kernels

Ansaf SallebAouissi 
2014 

0
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Report 
Clustering 1

Dragomir Radev 
2018 

0
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Report 
Sequential Feature Selection

Ricardo GutierrezOsuna 
2013 

0
+

Report 
SVMs

Dan Roth 
2017 

0
+

Report 
SVM

Ansaf SallebAouissi 
2014 

0
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Report 
Structured Prediction Models

KaiWei Chang 
2017 

0
+

Report 
Generative and Discriminative Models 1

Dragomir Radev 
2018 

0
+

Report 
Linear Regression

Roger Grosse 
2018 

0
+

Report 
Linear Classification

John Paisley 
2017 

0
+

Report 
Guiding SemiSupervision with ConstraintDriven Learning

Dan Roth 
2017 

0
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Report 
Multiclass Classification

Dan Roth 
2017 

0
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Report 
Classification 2

David Bamman 
2017 

0
+

Report 
Features and hypothesis tests

David Bamman 
2017 

0
+

Report 
Machine Learning: Logistic Regression

Razvan C. Bunescu 
2017 

0
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Report 
Text Classification & Linear Models

Marine Carpuat 
2017 

0
+

Report 
CRF and Structured Perceptron

Brendan OConnor 
2015 

0
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Report 
Structured Prediction Basics

Dan Roth 
2017 

0
+

Report 
Log Linear Models

Yejin Choi 
2018 

0
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Report 
Featurebased Discriminative Models More Sequence Models

Yoav Goldberg 
2018 

0
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Report 
Examples of Text Classification

Dragomir Radev 
2018 

0
+

Report 
Evaluation Methods

Sebastian Raschka 
2018 

0
+

Report 
Clustering

David Sontag 
2016 

0
+

Report 
SemiSupervised Learning

MariaFlorina Balcan 
2015 

0
+

Report 
Logistic regression, Regularization

Yangfeng Ji 
2018 

0
+

Report 
Support vector machines (SVMs)

Matt Gormley 
2016 

0
+

Report 
Kernels and Clustering

Dan Klein and Pieter Abbeel 
2014 

0
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Report 
Randomized Feature Selection

Ricardo GutierrezOsuna 
2013 

0
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Report 
Kernel Density Estimation

Ricardo GutierrezOsuna 
2013 

0
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Report 
Kernel Methods

Ethem AlpaydÄ±n 
2014 

0
+

Report 
Classification and kNN 1

Dragomir Radev 
2018 

0
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Report 
Probability Distributions on Structured Objects

Chris Dyer 
2015 

0
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Report 
Bayes Nets

Dan Klein and Pieter Abbeel 
2014 

0
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Report 
Naive Bayes

Tom M. Mitchell 
2015 

0
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Report 
Classification

John Paisley 
2017 

0
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Report 
Semisupervised Learning for NLP

Richard Socher 
2018 

0
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Report 
Multiclass Classification

Dan Roth 
2017 

0
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Report 
Classification 3

David Bamman 
2017 

0
+

Report 
Indian Buffet Process

Julia Hockenmaier 
2013 

0
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Report 
Introduction to Bayesian Linear Regression, Model Comparison and Selection

Nicholas Zabaras 
2017 

0
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Report 
Naïve Bayes,Perceptron

Jacob Eisenstein 
2014 

0
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Report 
MetaLearning

Sergey Levine 
2018 

0
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Report 
Loglinear models and CRFs

Brendan OConnor 
2015 

0
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Report 
Text Classification and Nave Bayes The Task of Text Classification

Dan Jurafsky 
2017 

0
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Report 
Manifold Learning

Ricardo GutierrezOsuna 
2013 

0
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Report 
Evaluation Methods

Sebastian Raschka 
2018 

0
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Report 
Generative Models

David Duvenaud 
2018 

0
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Report 
KMeans, GMMs and EM

Ansaf SallebAouissi 
2014 

0
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Report 
SemiSupervised Learning 1

Jacob Eisenstein 
2014 

0
+

Report 
Supervised Classification

Xavier Bresso 
2017 

0
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Report 
Statistical learning, kNN, linear classifiers

Svetlana Lazebnik 
2018 

0
+

Report 
Support Vector Machines (SVMs)

MariaFlorina Balcan 
2015 

0
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Report 
Constraint Satisfaction Problems II

Dan Klein and Pieter Abbeel 
2014 

0
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Report 
SemiSupervised Learning

Jacob Eisenstein 
2017 

0
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Report 
Radial Basis Functions

Ricardo GutierrezOsuna 
2013 

0
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Report 
Gaussian Processes for Classification Problems, Course Summary

Nicholas Zabaras 
2017 

0
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Report 
Perceptrons

Dan Klein and Pieter Abbeel 
2014 

0
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Report 
Tree classifiers

Ansaf SallebAouissi 
2014 

0
+

Report 
Structured Prediction for Language and Other Discrete Data

Chris Dyer 
2015 

0
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Report 
Linear Discrimination

Ethem AlpaydÄ±n 
2014 

0
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Report 
Naive Bayes

Tom M. Mitchell 
2015 

0
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Report 
kNearest Neighbors

Razvan C. Bunescu 
2017 

0
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Report 
Global and Local Views

Dan Roth 
2017 

0
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Report 
Natural Language Processing: Classification I

Dan Klein 
2014 

0
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Report 
Lecture 22: Representation Learning

KaiWei Chang 
2016 

0
+

Report 
Kernel Methods and Introduction to Gaussian Processes

Nicholas Zabaras 
2017 

0
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Report 
Mathematics for Machine Learning: Classification with Support Vector Machines

Marc Peter Deisenroth, A Aldo Faisal, Cheng Soon Ong 
2018 

0
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Report 
Natural Language Processing Classification II

Dan Klein 
2014 

0
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Report 