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Notes on python, machine learning, linux and other programming related topics

I am a data scientist with a Ph.D. in quantitative political science and a decade of experience working in statistical learning, artificial intelligence, and software engineering.

This site will host my notes on machine learning and programming. This project is open source and available on GitHub.

Thanks to Dr. Chris Albon for inspiring this project and providing the code skeleton for this website

Blog

Machine Learning

Basics

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  • Coming soon.
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Preprocessing

    {% for article in articles if article.category == 'Machine Learning' and 'Preprocessing' in article.tags %}
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  • Coming soon.
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Feature Engineering

    {% for article in articles if article.category == 'Machine Learning' and 'Feature Engineering' in article.tags %}
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  • Coming soon.
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Feature Selection

    {% for article in articles if article.category == 'Machine Learning' and 'Feature Selection' in article.tags %}
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Supervised Learning - Classification

    {% for article in articles if article.category == 'Machine Learning' and 'Supervised Learning - Classification' in article.tags %}
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Supervised Learning - Regression

    {% for article in articles if article.category == 'Machine Learning' and 'Supervised Learning - Regression' in article.tags %}
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Unsupervised Learning

    {% for article in articles if article.category == 'Machine Learning' and 'Unsupervised Learning' in article.tags %}
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  • Coming soon.
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Model Selection

    {% for article in articles if article.category == 'Machine Learning' and 'Model Selection' in article.tags %}
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  • Coming soon.
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Model Evaluation

    {% for article in articles if article.category == 'Machine Learning' and 'Model Evaluation' in article.tags %}
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  • Coming soon.
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Python

Basics

    {% for article in articles if article.category == 'Python' and 'Basics' in article.tags %}
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Data Wrangling

    {% for article in articles if article.category == 'Python' and 'Data Wrangling' in article.tags %}
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  • Coming soon.
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Data Visualization

    {% for article in articles if article.category == 'Python' and 'Data Visualization' in article.tags %}
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  • Coming soon.
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Web Scraping

    {% for article in articles if article.category == 'Python' and 'Web Scraping' in article.tags %}
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  • Coming soon.
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Algorithms

    {% for article in articles if article.category == 'Python' and 'Algorithms' in article.tags %}
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  • Coming soon.
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Testing

    {% for article in articles if article.category == 'Python' and 'Testing' in article.tags %}
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  • Coming soon.
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Other

    {% for article in articles if article.category == 'Python' and 'Other' in article.tags %}
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Bash

    {% for article in articles if article.category == 'Bash' %}
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  • Coming soon.
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SQL

    {% for article in articles if article.category == 'SQL' %}
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  • Coming soon.
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Mathematics

    {% for article in articles if article.category == 'Mathematics' %}
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  • Coming soon.
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