DSC 207R - Python for Data Science - Soosai Raj

Course Modules

Course Home

Course Home Course Home

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Home Home 1

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Start Here

Start Here Start Here

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Start Here Start Here 1

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Course Policies Course Policies 2

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Navigating Canvas Navigating Canvas 3

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Week 1: Introduction to Data Science

Week 1: Introduction to Data Science Week 1: Introduction to Data Science

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Week 1 Week 1 1

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Module 1: Module 1: Welcome to Python for Data Science 2

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Course Overview Course Overview 3

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Introduction - Gerald Soosai Raj Introduction - Gerald Soosai Raj 4

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Introduction - Ilkay Altintas Introduction - Ilkay Altintas 5

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Introduction - Leo Porter Introduction - Leo Porter 6

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Context Module Sub Header

Module 2: What is Data Science? 7

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Defining Data Science Defining Data Science 8

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Data Science in Everyday Life Data Science in Everyday Life 9

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Why are We Talking About Data Science Now? Why are We Talking About Data Science Now? 10

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Discussion Topic

Discussion | Why Data Science? Discussion | Why Data Science? 11

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Context Module Sub Header

Module 3: Data Science in the Industry 12

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What is a Data Scientist? What is a Data Scientist? 13

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Data Science Roles in the Industry Data Science Roles in the Industry 14

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How Netflix Data Science Team Works How Netflix Data Science Team Works 15

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External Url

Part 1: Beyond Interactive: Notebook Innovation at Netflix Part 1: Beyond Interactive: Notebook Innovation at Netflix 16

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Part 2: Scheduling Notebooks at Netflix Part 2: Scheduling Notebooks at Netflix 17

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Module 4: Data Science Process 18

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Phases of the Data Science Process - Part 1 Phases of the Data Science Process - Part 1 19

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Phases of the Data Science Process - Part 2 Phases of the Data Science Process - Part 2 20

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Case Study: COVID-19 Spread Analysis Case Study: COVID-19 Spread Analysis 21

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External Url

COVID-19 Notebook COVID-19 Notebook 22

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External Url

A Beginner’s Guide to the Data Science Pipeline A Beginner’s Guide to the Data Science Pipeline 23

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Module 5: Getting Started With Jupyter Lab 24

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External Url

Preparing your Local Environment Preparing your Local Environment 25

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Introduction to Jupyter Notebooks Introduction to Jupyter Notebooks 26

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Quiz

Week 1 Video Quiz Week 1 Video Quiz 8 27

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Module 6: Assess Yourself 28

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External Url

DOWNLOAD @ COMPLETE: Hands-on Jupyter Notebook with Exercises DOWNLOAD @ COMPLETE: Hands-on Jupyter Notebook with Exercises 29

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SOLUTION: Hands-on Jupyter Notebook with Exercises SOLUTION: Hands-on Jupyter Notebook with Exercises 30

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Week 2: NumPy

Week 2: NumPy Week 2: NumPy

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Week 2 Week 2 1

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Context Module Sub Header

Module 1: NumPy Basics 2

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Welcome to Python Libraries Welcome to Python Libraries 3

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Array Basics Array Basics 4

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Getting Started with NumPy Arrays Getting Started with NumPy Arrays 5

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Slicing & Indexing Slicing & Indexing 6

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External Url

Common Misconceptions with NumPy Common Misconceptions with NumPy 7

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NumPy Quickstart Guide NumPy Quickstart Guide 8

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Module 2: Learning from Data 9

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Manipulating and Cleaning Data Manipulating and Cleaning Data 10

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Linear Algebra Basics Linear Algebra Basics 11

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Broadcasting Broadcasting 12

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Example Data Analysis with NumPy Example Data Analysis with NumPy 13

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Quiz

Week 2 Video Quiz Week 2 Video Quiz 10 14

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Week 3: Pandas

Week 3: Pandas Week 3: Pandas

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Week 3 Week 3 1

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Context Module Sub Header

Module 1: Pandas 2

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Pandas Overview Pandas Overview 3

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External Url

Python Pandas Data Science Tutorial using pandastutor.com Python Pandas Data Science Tutorial using pandastutor.com 4

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Common Misconceptions with Pandas Common Misconceptions with Pandas 5

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Pandas Quickstart Guide Pandas Quickstart Guide 6

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Quiz

Week 3 Video Quiz Week 3 Video Quiz 9 7

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Week 4: Ethics

Week 4: Ethics Week 4: Ethics

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Week 4 Week 4 1

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Context Module Sub Header

Module 1: Data Ethics 2

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Introduction to Ethics in Data Science Introduction to Ethics in Data Science 3

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Data Science Ethics in 6 Minutes Data Science Ethics in 6 Minutes 4

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We're Training Machines to be Racist. The Fight Against Bias is On We're Training Machines to be Racist. The Fight Against Bias is On 5

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Page

Making Ethical Decisions Making Ethical Decisions 6

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Case Study 1: Predicting Student Success Case Study 1: Predicting Student Success 7

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Case Study 2: College Admissions Case Study 2: College Admissions 8

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Case Study 3: Financial Aid and Mental Health Case Study 3: Financial Aid and Mental Health 9

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Discussions About Ethics Discussions About Ethics 10

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Discussion Topic

Week 4 Assignment - Part 1: Ethical Quandary Week 4 Assignment - Part 1: Ethical Quandary 4 11

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Discussion Topic

Week 4 Assignment - Part 2: Case Studies Week 4 Assignment - Part 2: Case Studies 3 12

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Discussion Topic

Week 4 Assignment - Part 3: GPT-3 Week 4 Assignment - Part 3: GPT-3 3 13

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Quiz

Week 4 Video Quiz Week 4 Video Quiz 7 14

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Week 5: Visualization

Week 5: Visualization Week 5: Visualization

Context Module Sub Header

Module 1: Data Visualization 1

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Introduction to Data Visualization Introduction to Data Visualization 2

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Creating Quality Data Visualizations Creating Quality Data Visualizations 3

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Exploring Data with Visualizations - Part 1 Exploring Data with Visualizations - Part 1 4

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Exploring Data with Visualizations - Part 2 Exploring Data with Visualizations - Part 2 5

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Exploring Data with Visualizations - Part 3 Exploring Data with Visualizations - Part 3 6

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Exploring Data with Visualizations - Part 4 Exploring Data with Visualizations - Part 4 7

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Page

Last Thoughts on Visualizations Last Thoughts on Visualizations 8

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Quiz

Week 5 Video Quiz Week 5 Video Quiz 7 9

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Week 6: Mini Project + API

Week 6: Mini Project + API Week 6: Mini Project + API

Page

Week 6 Week 6 1

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API Intro Notebook API Intro Notebook 2

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Assignment

Mini-Project - Grade Placeholder Mini-Project - Grade Placeholder 20 3

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Week 7: Intro to Machine Learning - Part 1: Classification

Week 7: Intro to Machine Learning - Part 1: Classification Week 7: Intro to Machine Learning - Part 1: Classification

Page

Week 7 Week 7 1

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Context Module Sub Header

Module 1: Getting Started with Machine Learning 2

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What is Machine Learning? What is Machine Learning? 3

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Page

Data Terms for Machine Learning Data Terms for Machine Learning 4

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Machine Learning Categories Machine Learning Categories 5

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Context Module Sub Header

Module 2: Classification 6

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Machine Learning in Python: Classification Machine Learning in Python: Classification 7

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Building and Applying a Classification Model Building and Applying a Classification Model 8

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Decision Trees Decision Trees 9

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Random Forest Random Forest 10

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Page

Classification Notebook Overview Classification Notebook Overview 11

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Quiz

Week 7 Video Quiz Week 7 Video Quiz 10 12

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Assignment

Mini-Project - Grade Placeholder Mini-Project - Grade Placeholder 20 13

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Week 8: Intro to Machine Learning - Part 2: Clustering

Week 8: Intro to Machine Learning - Part 2: Clustering Week 8: Intro to Machine Learning - Part 2: Clustering

Page

Week 8 Week 8 1

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Context Module Sub Header

Module 1: Regression Analysis 2

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Machine Learning in Python: Regression Analysis Machine Learning in Python: Regression Analysis 3

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Linear Regression Linear Regression 4

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Regression Notebook Overview Regression Notebook Overview 5

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Context Module Sub Header

Module 2: Clustering 6

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What is Cluster Analysis? What is Cluster Analysis? 7

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K-Means Clustering K-Means Clustering 8

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Clustering Notebook Overview Clustering Notebook Overview 9

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Context Module Sub Header

Module 3: Working with Text and Database 10

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Working with the Relational Data Model Working with the Relational Data Model 11

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Page

Structured Query Language Structured Query Language 12

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Database Notebook Overview Database Notebook Overview 13

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Quiz

Week 8 Video Quiz Week 8 Video Quiz 10 14

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Module 9: Text & Databases

Module 9: Text & Databases Module 9: Text & Databases

Context Module Sub Header

Module 1: Natural Language Processing 1

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Page

Natural Language Processing with NLTK Natural Language Processing with NLTK 2

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Page

Tokenizing Text Tokenizing Text 3

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Building a Bag-of-Words Model Building a Bag-of-Words Model 4

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Sentiment Analysis Sentiment Analysis 5

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NLP Notebook Overview NLP Notebook Overview 6

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Context Module Sub Header

Module 2: Deep Learning 7

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Page

Neural Networks and Deep Learning Neural Networks and Deep Learning 8

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Neural Network Notebook Neural Network Notebook 9

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Quiz

Week 9 Video Quiz Week 9 Video Quiz 10 10

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Module 10

Module 10 Module 10

Page

Week 10 Week 10 1

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DSC 207R - Python for Data Science - Soosai Raj

Course Modules

Course Home

Start Here

Week 1: Introduction to Data Science

Module 1: Module 1: Welcome to Python for Data Science 2

Module 2: What is Data Science? 7

Module 3: Data Science in the Industry 12

Module 4: Data Science Process 18

Module 5: Getting Started With Jupyter Lab 24

Module 6: Assess Yourself 28

Week 2: NumPy

Module 1: NumPy Basics 2

Module 2: Learning from Data 9

Week 3: Pandas

Module 1: Pandas 2

Week 4: Ethics

Module 1: Data Ethics 2

Week 5: Visualization

Module 1: Data Visualization 1

Week 6: Mini Project + API

Week 7: Intro to Machine Learning - Part 1: Classification

Module 1: Getting Started with Machine Learning 2

Module 2: Classification 6

Week 8: Intro to Machine Learning - Part 2: Clustering

Module 1: Regression Analysis 2

Module 2: Clustering 6

Module 3: Working with Text and Database 10

Module 9: Text & Databases

Module 1: Natural Language Processing 1

Module 2: Deep Learning 7

Module 10