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how_to [2019/02/21 17:04] – [Upload a file to Oncinfo and link to it?] admin | how_to [2019/07/03 16:24] – [Install R locally (e.g. on a cluster)?] admin |
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**Get familiar with applications of machine learning in genetics and genomics?** \\ | **Get familiar with machine learning and its applications in computational biology? ** \\ |
First read [[http://www.nature.com/nrg/journal/v16/n6/abs/nrg3920.html|this]] 2015 review paper and then follow its references. | - Most common ML techniques are very well explained in [[https://scikit-learn.org/stable/user_guide.html|Scikit learn]] with [[https://scikit-learn.org/stable/modules/decomposition.html|illustrations]] and example Python code. These techniques have been implemented in [[https://www.kaggle.com/getting-started/5243|R]] packages including mlr3 and tidymodels. |
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| -[[http://www.nature.com/nrg/journal/v16/n6/abs/nrg3920.html|This]] 2015 paper reviews applications of ML in genetics and genomics. Read it and follow its references. |
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**Write a scientific paper?** \\ | **Write a scientific paper?** \\ |
Put the figures together and then [[http://www.scidev.net/global/publishing/practical-guide/how-do-i-write-a-scientific-paper-.html|draft]] different [[https://www.nature.com/articles/nmeth.4532?WT.ec_id=NMETH-201712&spMailingID=55474826&spUserID=MTIyMzczNjc4MDI2S0&spJobID=1285409878&spReportId=MTI4NTQwOTg3OAS2|sections]]. Focus the [[http://www.grantcentral.com/strategies-for-avoiding-common-problems-with-research-manuscripts/|Discussion]]. | Put the figures together and then [[http://www.scidev.net/global/publishing/practical-guide/how-do-i-write-a-scientific-paper-.html|draft]] different [[https://www.nature.com/articles/nmeth.4532?WT.ec_id=NMETH-201712&spMailingID=55474826&spUserID=MTIyMzczNjc4MDI2S0&spJobID=1285409878&spReportId=MTI4NTQwOTg3OAS2|sections]]. Focus the [[http://www.grantcentral.com/strategies-for-avoiding-common-problems-with-research-manuscripts/|Discussion]]. Be careful about [[http://colah.github.io/posts/2019-05-Collaboration/index.html|authorship]]. |
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**Rescue US biomedical research from its systemic flaws?** \\ | **Rescue US biomedical research from its systemic flaws?** \\ |
[[http://www.pnas.org/content/111/16/5773|Hypercompetition]] has damaging effects. Reduce the number of PhD students and postdocs. Revise funding mechanisms to encourage "path-breaking ideas that, by definition," are risky. Support [[https://nexus.od.nih.gov/all/2018/05/04/the-issue-that-keeps-us-awake-at-night/|early]]-stage investigators. | [[http://www.pnas.org/content/111/16/5773|Hypercompetition]] has damaging effects. Reduce the number of PhD students and postdocs. Revise funding mechanisms to encourage "path-breaking ideas that, by definition," are [[https://www.nature.com/articles/426389a|risky]]. Support [[https://nexus.od.nih.gov/all/2018/05/04/the-issue-that-keeps-us-awake-at-night/|early]]-stage investigators. |
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