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List of interesting articles on different topics of machine learning and deep learning

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## TL;DR How to Use Github and PyCaret to create an automatic workflow ### Article Link https://towardsdatascience.com/github-is-the-best-automl-you-will-ever-need-5331f671f105

Machine Learning Deployment

## TL;DR The comprehensive instruction to the structure of unit tests in python ### Article Link https://medium.com/python-in-plain-english/unit-testing-in-python-structure-57acd51da923 ## Useful Tools * pytest

Python
Try now

## TL;DR Easy way to extract speech from video ### Article Link https://towardsdatascience.com/extracting-speech-from-video-using-python-f0ec7e312d38 ## Useful Tools * SpeechRecognition * MoviePy

NLP
Data Science Tools

## TL;DR How to visualize W2V with TSNE ### Article Link https://towardsdatascience.com/google-news-and-leo-tolstoy-visualizing-word2vec-word-embeddings-with-t-sne-11558d8bd4d

NLP
Data Visualization

## TL;DR Use klib to speed up data cleaning and preprocessing ### Article Link https://towardsdatascience.com/speed-up-your-data-cleaning-and-preprocessing-with-klib-97191d320f80 ## Key Takeaways This package seems useful but still needs to try out to know...

Data Preprocessing

## TL;DR Use Fast_Sentence_Embeddings to embed really large data quickly ### Article Link https://github.com/oborchers/Fast_Sentence_Embeddings ## Useful Tools * [Fast_Sentence_Embeddings](https://github.com/oborchers/Fast_Sentence_Embeddings)

NLP

## TL;DR How to use LDA via Mallet with Gensim to find topics of texts ### Article Link https://towardsdatascience.com/basic-nlp-on-the-texts-of-harry-potter-topic-modeling-with-latent-dirichlet-allocation-f3c00f77b0f5 ## Useful Tools * [Latent Dirichlet Allocation (LDA) Mallet Model in...

NLP

## TL;DR How to enable dark mode and jupyter extension in jupyter notebook ### Article Link https://towardsdatascience.com/supercharging-jupyter-notebooks-e22f5ad7ca18

Jupyter Notebook

## TL;DR How to combine PCA, SVM with pipeline and visualize with a contour plot ### Article Link https://towardsdatascience.com/visualizing-support-vector-machine-decision-boundary-69e7591dacea ## Useful Tools * PCA * SVM * Contour plot

Data Visualization
Machine Learning Models

## TL;DR How to scrape, use foursquare API to get the nearest top restaurants and cluster the restaurants using k-means ### Article Link https://towardsdatascience.com/exploring-the-tokyo-neighborhoods-data-science-in-real-life-8b6c2454ca16 ## Useful Tools * Foursquare API...

Data Visualization
Web Scraping