Resources to learn Bioinformatics
* Youtube Channel/Playlist
Omics Academy: https://www.youtube.com/Omicsacademy
Introduction to the course and bioinformatics (2015): https://www.youtube.com/playlist?list=PL_w_qWAQZtAbh8bHfzXYpdnVKCGCDmmoL
StatQuest: https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw
Statistics and data analysis are a lot easier than most people think. Because computers do the math for you, the most important thing is to understand the concepts and main ideas, and these are pretty simple. Just like you don't need to build a car from scratch in order to learn how to drive, and you don't need to manipulate complex equations in order to learn how use the results that they generate. NOTE: If you'd like to support StatQuest, please consider buying some of my songs from my bandcamp page: https://joshuastarmer.bandcamp.com/
StatQuest: https://www.youtube.com/channel/UCtYLUTtgS3k1Fg4y5tAhLbw
Statistics and data analysis are a lot easier than most people think. Because computers do the math for you, the most important thing is to understand the concepts and main ideas, and these are pretty simple. Just like you don't need to build a car from scratch in order to learn how to drive, and you don't need to manipulate complex equations in order to learn how use the results that they generate. NOTE: If you'd like to support StatQuest, please consider buying some of my songs from my bandcamp page: https://joshuastarmer.bandcamp.com/
Omics! Omics!: http://omicsomics.blogspot.com
Dhruv's Blog: https://dhruvp.netlify.com/
David McGaughey's Eye Bioinformatician: https://davemcg.github.io/
* Statistics/Machine learning/Math
Statistical Methods for High Dimensional Biology: http://stat540-ubc.github.io/index.html
Open Machine Learning Course mlcourse.ai: https://mlcourse.ai/
Introduction to Machine Learning for Coders: https://course18.fast.ai/ml.html
Jeremy Howard @jeremyphoward
Roman Cheplyaka: https://ro-che.info/articles/
Dhruv's Blog: https://dhruvp.netlify.com/
David McGaughey's Eye Bioinformatician: https://davemcg.github.io/
* Statistics/Machine learning/Math
Statistical Methods for High Dimensional Biology: http://stat540-ubc.github.io/index.html
Open Machine Learning Course mlcourse.ai: https://mlcourse.ai/
Introduction to Machine Learning for Coders: https://course18.fast.ai/ml.html
- 3Blue1Brown Essence of Linear Algebra videos about geometric intuition (fantastic! gorgeous!)
- Lectures 1-6 of Trefethen
- Immersive linear algebra free online textbook with interactive graphics
- Chapter 2 of Ian Goodfellow's Deep Learning Book
TensorFlow Tutorials with YouTube Videos
TensorFlow Tutorials with YouTube Videos: https://github.com/Hvass-Labs/TensorFlow-Tutorials
Jeremy Howard @jeremyphoward
Roman Cheplyaka: https://ro-che.info/articles/
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