基因组数据科学

Genomic Data Science

Become a next generation sequencing data scientist.Master the tools and techniques at the forefront of the sequencing data revolution.

专项课程生物数据科学
2611 次查看
约翰霍普金斯大学
Coursera
  • 完成时间大约为 7 个月
  • 中级
  • 英语
注:本课程由Coursera和Linkshare共同提供,因开课平台的各种因素变化,以上开课日期仅供参考

你将学到什么

Biopython

Bioconductor

Python Programming

R Programming

课程概况

This specialization covers the concepts and tools to understand, analyze, and interpret data from next generation sequencing experiments. It teaches the most common tools used in genomic data science including how to use the command line, Python, R, Bioconductor, and Galaxy. The sequence is a stand alone introduction to genomic data science or a perfect compliment to a primary degree or postdoc in biology, molecular biology, or genetics.

To audit Genomic Data Science courses for free, visit https://www.coursera.org/jhu, click the course, click Enroll, and select Audit.

包含课程

课程1
Introduction to Genomic Technologies

This course introduces you to the basic biology of modern genomics and the experimental tools that we use to measure it. We'll introduce the Central Dogma of Molecular Biology and cover how next-generation sequencing can be used to measure DNA, RNA, and epigenetic patterns. You'll also get an introduction to the key concepts in computing and data science that you'll need to understand how data from next-generation sequencing experiments are generated and analyzed. This is the first course in the Genomic Data Science Specialization.

课程2
Genomic Data Science with Galaxy

Learn to use the tools that are available from the Galaxy Project. This is the second course in the Genomic Big Data Science Specialization.

课程3
Python for Genomic Data Science

This class provides an introduction to the Python programming language and the iPython notebook. This is the third course in the Genomic Big
Data Science Specialization from Johns Hopkins University.

课程4
Algorithms for DNA Sequencing

We will learn computational methods -- algorithms and data structures -- for analyzing DNA sequencing data. We will learn a little about DNA, genomics, and how DNA sequencing is used. We will use Python to implement key algorithms and data structures and to analyze real genomes and DNA sequencing datasets.

课程5
Command Line Tools for Genomic Data Science

Introduces to the commands that you need to manage and analyze directories, files, and large sets of genomic data. This is the fourth course in
the Genomic Big Data Science Specialization from Johns Hopkins University.

课程6
Bioconductor for Genomic Data Science

Learn to use tools from the Bioconductor project to perform analysis of genomic data. This is the fifth course in the Genomic Big Data
Specialization from Johns Hopkins University.

课程7
Statistics for Genomic Data Science

An introduction to the statistics behind the most popular genomic data science projects. This is the sixth course in the Genomic Big Data
Science Specialization from Johns Hopkins University.

课程8
Genomic Data Science Capstone

In this culminating project, you will deploy the tools and techniques that you've mastered over the course of the specialization. You'll work with
a real data set to perform analyses and prepare a report of your findings.

预备知识

Some background in statistics, computer science, and biology is helpful but not required.

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