/my-datascience-sandbox

entry guide for data science and ML with Python

Primary LanguageJupyter Notebook

my-datascience-sandbox

entry guide for data science and ML with (R and R studio) and Python

Resources

Sprintsheets

https://www.trainindata.com/post/best-resources-to-learn-machine-learning
https://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
https://medium.com/@saugata.paul1010/ensemble-learning-bagging-boosting-stacking-and-cascading-classifiers-in-machine-learning-9c66cb271674

Pandas

https://towardsdatascience.com/be-a-more-efficient-data-scientist-today-master-pandas-with-this-guide-ea362d27386 https://www.imaginorlabs.com/part-11-top-most-functions-used-in-pandas/

ScikitLearn

https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet https://www.dummies.com/programming/python/scikit-learn-method-summary/
https://stackabuse.com/overview-of-classification-methods-in-python-with-scikit-learn/

https://towardsdatascience.com/october-edition-breaking-into-data-science-2a845963816e https://medium.com/s/story/essential-math-for-data-science-why-and-how-e88271367fbd?linkId=68097208

Official Links

https://matplotlib.org

https://www.freecodecamp.org/news/data-visualization-using-d3-course/

http://pythonstatistics.net/exploratory-data-analysis-of-african-migrants-deaths-in-the-world/ https://www.kdnuggets.com/2019/07/10-simple-hacks-speed-data-analysis-python.html

https://towardsdatascience.com/getting-started-with-google-colab-f2fff97f594c

Misc. Resources

Industry Wisdom

https://medium.com/@nizamstatistics/8-mistakes-aspiring-data-scientists-make-c1a5636c2cf2 https://blog.getdbt.com/tag/building-data-teams/

Deployment

https://towardsdatascience.com/deploying-a-custom-ml-prediction-service-on-google-cloud-ae3be7e6d38f https://www.analyticsvidhya.com/blog/2017/09/machine-learning-models-as-apis-using-flask/ https://datasciencecastnet.home.blog/2019/09/12/packaging-a-classification-model-as-a-web-app/
https://towardsdatascience.com/a-simple-example-of-pipeline-in-machine-learning-with-scikit-learn-e726ffbb6976