machine-learning-articles
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khuyentran1401
List of interesting articles on different topics of machine learning and deep learning
## TL;DR Useful guide to preprocessing data using sklearn. ### Article Link https://towardsdatascience.com/preprocessing-with-sklearn-a-complete-and-comprehensive-guide-670cb98fcfb9 ### Author Steven Van Dorpe ## Key Takeaways * Missing values * Polynomial features * Categorical features...
## TL;DR Overview about types of classification tasks and which algorithms to use with each task ### Article Link https://machinelearningmastery.com/types-of-classification-in-machine-learning/ ### Author Jason Brownlee ## Key Takeaways 4 main type...
## TL;DR The basis to build a customized model in Scikit-learn, it is like writing a Python class ### Article Link https://towardsdatascience.com/building-a-custom-model-in-scikit-learn-b0da965a1299 ### Author Tim Book ## Key Takeaways *...
## TL;DR Cool applications of RNN ### Article Link http://karpathy.github.io/2015/05/21/rnn-effectiveness/ ### Author Karpathy ## Key Takeaways RNN can: * Create Shakepeare! * Create Wikipedia articles! * Create valid XML *...
## TL;DR Stacking or Stacked Generalization is an ensemble machine learning algorithm, using a meta-learning algorithm to learn how to best combine the predictions from two or more base machine...
## TL;DR An efficient workflow for data science ### Article Link https://towardsdatascience.com/good-coding-practices-for-data-science-e9237783784c ### Author ## Key Takeaways ### Code organization * **Specification Files**: Files to specify various parameters for the...
## TL;DR Tools to visualize your data and plot in Jupyter Notebook interactively ### Article Link https://towardsdatascience.com/jupyter-superpower-interactive-visualization-combo-with-python-ffc0adb37b7b ### Author ## Key Takeaways ## Useful Code Snippets ```python import qgrid gqrid_widget...
## TL;DR Useful Git commands ### Article Link https://levelup.gitconnected.com/learning-git-shortcuts-1267fb689f4a ### Author Marco Antonio Ghiani ## Key Takeaways * Make it easy to create edit committed files * Create a .zip...
## TL;DR Use DVC for versioning large data files ### Article Link https://blog.usejournal.com/version-control-for-data-science-tracking-your-machine-learning-models-and-datasets-aaa61f20bb45 ### Author Vipul J ## Key Takeaways * Make it easy to track the artifacts, which is...
## TL;DR How to scrape the flight data ### Article Link https://towardsdatascience.com/scraping-flight-data-using-python-e71b97e859d3 ### Author Gregor Hesse ## Key Takeaways ## Useful Code Snippets ## Useful Tools * Selenium * BeautifulSoup...
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List of interesting articles on different topics of machine learning and deep learning