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List of interesting articles on different topics of machine learning and deep learning
## TL;DR How to highlight pandas dataframe with different colors ### Article Link https://towardsdatascience.com/make-your-pandas-dataframe-output-report-ready-a9440f6045c6
## TL;DR Using graph-based ML methods (graph representation learning or geometric deep learning), this interesting analysis identifies which foods, i.e. "hyperfoods", contain ingredients that might work in a similar fashion...
## TL;DR To be an indispensable data scientist, one should know and apply software engineering best practices. ### Article Link https://towardsdatascience.com/data-scientist-should-know-software-engineering-best-practices-f964ec44cada ### Author Kurtis Pykes ## Key Takeaways Software engineering...
## TL;DR Different techniques and tools to speed up pandas code ### Article Link https://medium.com/towards-artificial-intelligence/comprehensive-guide-to-optimize-your-pandas-code-62980f8c0e64 ## Key Takeaways * Pick the right types * Load needed columns only ## Useful...
## TL;DR How to use OpenAI Gym and reinforcement learning to trade stocks through Python ### Article Link https://towardsdatascience.com/deep-reinforcement-learning-for-automated-stock-trading-f1dad0126a02
## TL;DR How to use class weight module to handle imbalanced data ### Article Link https://towardsdatascience.com/how-to-handle-multiclass-imbalanced-data-say-no-to-smote-e9a7f393c310
## TL;DR Comprehensive steps to go from collecting the data, using embedding, choosing model architecture, and training ### Article Link https://towardsdatascience.com/sentiment-analysis-for-text-with-deep-learning-2f0a0c6472b5
## TL;DR 6 useful magic commands for Jupyter Notebook ### Article Link https://towardsdatascience.com/6-magic-commands-that-every-data-wizard-should-know-87eaf9e2567c ## Useful Tools * `%%writefile`: export the code in cells into .py file * `%pycat`: display the...
## TL;DR 7 helpful tools for command line ### Article Link https://medium.com/better-programming/7-awesome-command-line-tools-36cea5cfc026 ## Useful Tools * fzp: A command-line fuzzy finder
## TL;DR The building blocks of asynchronous programming ### Article Link https://medium.com/better-programming/coroutines-in-python-building-blocks-of-asynchronous-programming-40c39d9ed420
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List of interesting articles on different topics of machine learning and deep learning