machine-learning-articles

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## TL;DR 4 ways to use pre-trained model to predict the sentiment of a sentence ### Article Link https://medium.com/@b.terryjack/nlp-pre-trained-sentiment-analysis-1eb52a9d742c ## Useful Tools * SentimentIntensityAnalyzer from nltk.sentiment.vader: Experiment and work really...

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## TL;DR The theory and code behind the math to predict stock market shifts ### Article Link https://towardsdatascience.com/how-the-mathematics-of-fractals-can-help-predict-stock-markets-shifts-19fee5dd6574

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## TL;DR How to split the data based on time and how to use it ### Article Link https://towardsdatascience.com/time-based-cross-validation-d259b13d42b8

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## TL;DR Analyze WhatsApp messages ### Article Link https://towardsdatascience.com/how-to-use-nlp-to-analyze-whatsapp-messages-1adf0e85907c

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## TL;DR Use LDA topc models to create the classification model input. Use new features to train the model and predict the rating ### Article Link https://towardsdatascience.com/unsupervised-nlp-topic-models-as-a-supervised-learning-input-cf8ee9e5cf28

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## TL;DR Find bottlenecks and increase the speed performance on Jupyter Notebook ### Article Link https://towardsdatascience.com/speed-up-jupyter-notebooks-20716cbe2025

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## TL;DR This article list different types of graphs to visualize categorical data efficiently ### Article Link https://medium.com/nightingale/endless-river-an-overview-of-dataviz-for-categorical-data-4780b68b42e8

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## TL;DR This author gets a bunch of interesting articles to follow ### Author https://medium.com/@priya.dwivedi

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Cython trick

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## TL;DR Use Cython for speed up Python code ### Article Link https://levelup.gitconnected.com/this-one-trick-can-make-your-code-17-times-more-efficient-e65769006dfa ## Useful Code Snippets ```python %%cython -a ``` ## Applications * Apply Dataframe rows much quicker *...

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## TL;DR Some methods to include to make sure Jupyter Notebook run smoothly ### Article Link https://towardsdatascience.com/7-setups-you-should-include-at-the-beginning-of-a-data-science-project-8232ab10a1ec ## Useful Code Snippets ```python # Ensure package version import tensorflow as tf...

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