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useful_links [2017/04/18 13:40]
useful_links [2020/02/28 08:54] (current)
anderson [Recent News]
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 +====== Useful Links ======
 +
 +This page will contain links to helpful on-line material.
 +
 +===== Jobs in Machine Learning =====
 +
 +[[https://​www.google.com/​search?​q=jobs+machine+learning+deep+learning&​oq=jobs+machine+learning+deep+learning&​aqs=chrome..69i57.4854j0j4&​sourceid=chrome&​ie=UTF-8&​ibp=htl;​jobs&​sa=X&​ved=0ahUKEwjSgrHjm7jZAhWH5oMKHVCFDtIQiYsCCC4oAA#​fpstate=tldetail&​htidocid=8goL71ReXwLp29yxAAAAAA%3D%3D&​htivrt=jobs|ML jobs, a few near Fort Collins]]
 +
 +===== Recent News =====
 +
 +[[https://​datasetsearch.research.google.com/​|Google'​s Huge Data Repository]] with 25 million data sets.
 +
 +[[https://​coronavirus-disasterresponse.hub.arcgis.com/?​adumkts=marketing&​aduse=public_safety&​aduc=industry_manager_outreach&​utm_Source=industry_manager_outreach&​aduca=cra_disaster_response_program&​adut=cv-outreach-redirect&​adulb=multiple&​adusn=multiple&​aduat=arcgis_online_portal&​adupt=community&​sf_id=701f2000000n6XKAAY|COVID-19 Tracking, and Data Sets]]
 +
 +[[https://​aihub.org/​|AIHub]] connecting the AI community to the public
 +
 +
 +[[https://​www.theverge.com/​2018/​5/​7/​17316010/​fast-ai-speed-test-stanford-dawnbench-google-intel|An AI speed test shows clever coders can still beat tech giants like Google and Intel]], by James Vincent, May 7, 2018
 +
 +
 +[[http://​www.deeplearningweekly.com|Deep Learning Weekly]] newsletter
 +
 +
 +[[http://​www.appcessories.co.uk/​artificial-intelligence/​|The State of Artificial Intelligence in 15 Visuals]]
 +
 +[[https://​groups.google.com/​forum/#​!forum/​ml-news|Machine Learning News google group]]
 +
 +[[https://​groups.google.com/​forum/?​utm_source=digest&​utm_medium=email/#​!forum/​jupyter|Ipython Notebook (Jupyter) google group]]
 +
 +[[http://​www.nature.com/​nature/​journal/​v529/​n7587/​full/​nature16961.html|Mastering the game of Go with deep neural networks and tree search]]
 +
 +
 +
 +===== Python =====
 +
 +[[http://​www.scipy-lectures.org/​|Scipy Lecture Notes]]
 +
 +[[http://​www.dataquest.io/​blog/​images/​cheat-sheets/​numpy-cheat-sheet.pdf|Numpy Cheat Sheet]]
 +
 +[[https://​www.youtube.com/​watch?​v=DpyhdO4aM04|Pandas Under The Hood: Peeking behind the scenes of a high performance data analys]], video by Jeffrey Tratner (recommended by student Nick ODell).
 +
 +[[https://​realpython.com/​blog/​python/​emacs-the-best-python-editor/​|Emacs - the Best Python Editor?]]
 +
 +[[http://​www.scipy-lectures.org/​|Scipy Lecture Notes]]
 +
 +[[http://​www.dataquest.io/​blog/​images/​cheat-sheets/​numpy-cheat-sheet.pdf|Numpy Cheat Sheet]]
 +
 +[[https://​www.youtube.com/​watch?​v=5mDYijMfSzs|Installing and running python and jupyter notebook on Windows 10]]
 +
 +===== Notebook =====
 +
 +[[https://​jupyter-contrib-nbextensions.readthedocs.io/​en/​latest/​install.html|Helpful jupyter notebook extensions]]
 +
 +[[https://​github.com/​Calysto/​notebook-extensions|Spell checking and other extensions]]
 +
 +[[http://​sourceforge.net/​p/​jupiter/​wiki/​markdown_syntax/​|Markdown syntax]]
 +
 +[[https://​github.com/​jupyter/​jupyter/​wiki/​A-gallery-of-interesting-Jupyter-and-IPython-Notebooks|A Gallery of Interesting Ipython Notebooks on Github]]
 +
 +[[http://​nb.bianp.net/​|Another gallery of notebooks]]
 +
 +[[https://​www.kaggle.com/​benhamner/​d/​uciml/​iris/​python-data-visualizations|Nice tutorial from Kaggle on using pandas and seaborn]]
 +
 +[[https://​github.com/​ornlpython/​ipython_notebook_101/​blob/​master/​index.ipynb|IPython Notebook 101]]
 +
 +===== Reinforcement Learning =====
 +
 +[[http://​www.kurzweilai.net/​public-beta-of-toolkit-for-developing-machine-learning-for-robots-and-games-released?​utm_source=KurzweilAI+Daily+Newsletter&​utm_campaign=6b6f7717aa-UA-946742-1&​utm_medium=email&​utm_term=0_6de721fb33-6b6f7717aa-281946553|OpenAI Gym]]
 +
 +===== Data Sources =====
 +
 +[[https://​blog.bigml.com/​list-of-public-data-sources-fit-for-machine-learning/​|Public Data Sources]]
 +
 +===== Hardware =====
 +
 +[[http://​www.movidius.com/​|Fathom Neural Compute Stick]]
 +
 +[[http://​www.nvidia.com/​object/​deep-learning-system.html|NVIDIA DGX-1]], deep learning system
 +===== Writing Tips =====
 +
 +[[http://​withoutbullshit.com/​blog/​10-top-writing-tips-psychology/​|10 top writing tips and the psychology behind them]]
 +
 +
 +===== Git and GitHub =====
 +
 +[[http://​kbroman.org/​github_tutorial/​|git/​github guide a minimal tutorial]]
 +
 +[[http://​journals.plos.org/​ploscompbiol/​article?​id=10.1371/​journal.pcbi.1004668|A Quick Introduction to Version Control with Git and GitHub]]
 +
 +
 +===== LaTeX =====
 +
 +[[http://​www.latex-project.org|LaTeX]]
 +
 +[[https://​www.authorea.com/​|Authorea]] an on-line service for writing public papers collaboratively.
 +
 +
 +===== Project Ideas =====
 +
 +[[https://​thenextweb.com/​syndication/​2020/​02/​01/​machine-learning-for-everyone-how-to-implement-pose-estimation-in-a-browser-using-your-webcam/​|Javascript packages]] for implementing deep learning app in a browser