AI Academy

Introduction to Genomic Technologies

Instructor: Steven Salzberg, PhD , Jeff Leek, PhD Duration: 6 hours to complete
Programming Principles
Algorithms
Biology
Statistical Analysis
Molecular Biology
Computer Science
Computational Thinking
Software Engineering
Data analysis
Bioinformatics
Data Science
Big Data

Python for Genomic Data Science

Instructor: Mihaela Pertea, PhD , Steven Salzberg, PhD Duration: 8 hours to complete 3 weeks at 2 hours a week
Data Processing
Bioinformatics
Programming Principles
Data Manipulation
Python Programming
Computer Programming
Data Structures
Scripting
File Management
Scripting Languages
Jupyter

Algorithms for DNA Sequencing

Instructor: Ben Langmead, PhD , Jacob Pritt Duration: 1 week to complete at 10 hours a week
Algorithms
Life Sciences
Molecular Biology
Bioinformatics
Python Programming
Data analysis
Data Structures
Computational Thinking

Command Line Tools for Genomic Data Science

Instructor: Liliana Florea, PhD Duration: 1 week to complete at 10 hours a week
Linux Commands
Data Processing
Bioinformatics
Command-Line Interface
Unix Commands
Data Management
File Management
Big Data
Molecular Biology
Data Analysis Software
Unix

Bioconductor for Genomic Data Science

Instructor: Kasper Daniel Hansen, PhD Duration: 8 hours to complete
Programming Principles
Software Installation
Package and Software Management
Bioinformatics
Data Manipulation
Data Analysis Software
R Programming
Data Import/Export
Statistical Programming
Data Structures

Statistics for Genomic Data Science

Instructor: Jeff Leek, PhD Duration: 9 hours to complete
Exploratory Data Analysis
Statistical Inference
Statistical Methods
Data Pipelines
Probability & Statistics
Regression Analysis
Statistical Analysis
Biostatistics
R Programming
Bioinformatics
Data Processing
Statistical Hypothesis Testing
Data Transformation
Statistical Modeling