Self-learning Path
Bioinformatics
- Introduction to Genomic Technologies, Coursera 2016
- Python for Genomic Data Science, Coursera 2017
- Command Line Tools for Genomic Data Science, Coursera 2017
- Genomic Data Science with Galaxy, Coursera 2017
- Algorithms for DNA Sequencing, Coursera 2017
- Statistics for Genomic Data Science, Coursera 2017
- Mathematical Biostatistics Boot Camp 2, Coursera 2016
- learn AWK
Data Science
- Linear Algebra by Prof. Gilbert Strang
- Deep Learning Specilication by Andrew Ng
- Deep Learning book by Ian Goodfellow
- Tools You Can Use to Code Neural Networks
- Google Machine Learning Crash Course
- Machine Learning on Google Cloud Platform
- R for Data Science
- Think Stats - Probability and Statistics for Programmers
AWS
- Practical Implementation of Genomics Workflows on AWS using docker, EC2, ECS, batch, lambda, step, and API gateway, AWS Compute Blog 2017
- Build a Serverless Web Application
- AWS Certified Solutions Architect - Associate 2018 certificate
R
- Data Analysis, Coursera 2013
- R programming, Coursera 2014
- The Data Scientist’s Toolbox, Coursera 2014
- Getting and Cleaning Data, Coursera 2014
- Exploratory Data Analysis, Coursera 2014
- Reproducible Research, Coursera 2014
- Advanced R by Hadley Wickham
- R Packages by Hadley Wickham
- learn data.table
Python
- Introduction to Computer Science and Programming Using Python, edX 2014
- Think Python: How to Think Like a Computer Scientist, 2nd Edition by Allen B. Downey