STAT3612 Lecture 1 Introduction to ... - GitHub Pages

STAT3612 Course Outline

Introduction to Data Science

Statistical Machine Learning

Python and Jupyter Notebook

STAT3612 Lecture 1

Introduction to Statistical Machine

Learning

Dr. Aijun Zhang

1 September 2020



1

STAT3612 Course Outline

Introduction to Data Science

Statistical Machine Learning

Python and Jupyter Notebook

Table of Contents

1

STAT3612 Course Outline

2

Introduction to Data Science

The Age of Big Data

Data Science Venn Diagram

Data Science Work?ow

3

Statistical Machine Learning

Interpretable Machine Learning

Automated Machine Learning

4

Python and Jupyter Notebook



2

STAT3612 Course Outline

Introduction to Data Science

Statistical Machine Learning

Python and Jupyter Notebook

STAT3612 Course Outline

Course website:

Click to view the syllabus (PDF) ...

Check out the tentative class schedule ...

We need to ?x the tutorial hours with Yuyang and Yifeng ...



3

STAT3612 Course Outline

Introduction to Data Science

Statistical Machine Learning

Python and Jupyter Notebook

Reference Books



4

STAT3612 Course Outline

Introduction to Data Science

Statistical Machine Learning

Python and Jupyter Notebook

Table of Contents

1

STAT3612 Course Outline

2

Introduction to Data Science

The Age of Big Data

Data Science Venn Diagram

Data Science Work?ow

3

Statistical Machine Learning

Interpretable Machine Learning

Automated Machine Learning

4

Python and Jupyter Notebook



5

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