Open Educational Resources | Pao Yue-kong Library, The Hong Kong Polytechnic University

Video

Crash Course Statistics

In 44 episodes, Adriene Hill teaches you Statistics! This course is based on the 2018 AP Statistics curriculum and introduces everything from basic descriptive statistics to data collection to hot topics in data analysis like Big Data and neural networks. By the end of the course, you will be able to:

*Identify questions that can be answered using statistics *Describe patterns, trends, associations, and relationships in data both numerically and graphically

*Justify a conclusion using evidence from data, definitions, or statistical inference

*Apply statistical models to make inferences and predictions from data sets

*Understand how statistics are used broadly in the world and interpret their meaning, like in newspapers or scientific studies Learning playlist

Subjects:: Mathematics and Statistics
Keywords:: Statistics
Resource Type:: Video

Video

StatQuest with Josh Starmer

Statistics, Machine Learning and Data Science can sometimes seem like very scary topics, but since each technique is really just a combination of small and simple steps, they are actually quite simple. My goal with StatQuest is to break down the major methodologies into easy to understand pieces. That said, I don't dumb down the material. Instead, I build up your understanding so that you are smarter.

Course related:: HTI34016 Introduction to Clinical Research
Subjects:: Computing and Mathematics and Statistics
Keywords:: Statistics Mathematical analysis Data mining Machine learning
Resource Type:: Video

Video

Diving Deeper into SPSS for Beginners

Are you ready to learn hints, tips, and tricks to IBM SPSS Statistics that are not in typical SPSS training videos? Building on years of practical experience as a statistician doing academic research, Dr. Todd Daniel takes you deeper into SPSS skill building. Even if you are an experienced SPSS user, you will learn new ideas that will help you as a user. For beginning and intermediate students, you will leap ahead by learning techniques that benefit practical users. You will learn to customize SPSS, import data while cleaning it, best practices for categorical and scale data, the power of the Chart Builder, using syntax, and how to organize your output so you can use it better. This series began with SPSS for Beginners; now you can begin Diving Deeper into SPSS.

Subjects:: Statistics and Research Methods
Keywords:: Statistics -- Data processing Statistics SPSS (Computer file)
Resource Type:: Video

Video

SPSS for Beginners

This series assumes that you are brand new to SPSS. You will create a data set that you will use for all the following videos. When you finish all 8 videos, you will be comfortable in SPSS and ready to apply your skills in your statistics course.

Subjects:: Statistics and Research Methods
Keywords:: Statistics Statistics -- Data processing SPSS (Computer file)
Resource Type:: Video

Video

Simple Linear Regression

An introduction and examples of how to use Correlation and Simple Linear Regression. Explaining concepts as coefficient of correlation, dependent variables, independent variables and the straight line equation and residuals.