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Through this course, students learn how to go through the entire data analysis process.
This course teaches the general concepts of data mining along with basic methodologies and applications. Then dives into one subfield in data mining: pattern discovery. It...
This course covers the essential exploratory techniques for summarizing data. It will cover in detail the plotting systems in R as well as some of the basic principles of...
This online course series gives an introduction to data science for beginners, including open source tools like Jupyter Notebooks, RStudio IDE, Apache Zeppelin, and OpenRefine.
This course covers relevant systems, the principles on which they rely, their tradeoffs, and how to evaluate their utility against one`s requirements. Cloud computing, SQL and...
Visualization is the field of research in computer science that studies effective communication of quantitative results by linking perception, cognition, and algorithms to...
This online course gives an introduction to deep learning (DL) methods, healthcare data and applications using DL methods.
This online course explores how to promote the ethical use of data-driven technologies. It includes topics such as privacy and bias and how ethical concepts can be applied.
This online course explores the foundations of probability and its relationship to statistics and data science.
This course will provide an overview of many concepts, techniques, and algorithms in machine learning, from basic classification to decision trees and clustering.
This online course explores how to analyze data in Python, using multi-dimensional arrays in numpy, manipulating DataFrames in pandas, using SciPy library of mathematical...
This MOOC teaches fundamental concepts of mathematical probability to prepare participants for a career in the growing field of information and data science.
This MOOC aims to provide a succinct overview of the emerging discipline of Materials Informatics at the intersection of materials science, computational science, and...
This online course explores the area of Data Science without any programming requirements.
This course focuses on exploring data to make students understand the data’s underlying structure and variables, to develop intuition about the data set, to consider how that...
This course teaches how to take scattered data and organize it into groups for use in many applications, such as market analysis and biomedical data analysis, or as a...
This online course provides a rigorous introduction to the R programming language, with a particular focus on using R for software development in a data science setting.
This online course gives an introduction to computational social science, including its fundamental concepts and key applications.
This course teaches how to manage, describe, summarize and visualize data. Students will choose a research question based on available data and engage in the early decisions...
This online course gives a first introduction to Data Science. It includes an overview of the following topics:Data ManipulationData Analysis with Statistics and Machine...
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