A Structured List of 70 Articles That I Wrote About Data Science

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4 min readOct 31, 2020

Help you speed up your learning process.

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I have been writing about data science for almost a year now. Since data science is a broad and interdisciplinary field, I did not focus on a specific topic. The articles I have written cover topics related to data analysis and visualization, machine learning, deep learning, statistics, and linear algebra. I have also written many practical guides that cover widely-used data analysis and visualization libraries such as NumPy, Pandas, Matplotlib, Seaborn, and so on.

I have decided to organize these articles so that they will provide a structured introduction for those who want to start a career in data science. I have written over 100 articles but the list below contains 70 articles which I think provide a structured and comprehensive introduction.

The articles are grouped under the following categories:

  • Machine Learning Algorithms
  • Machine Learning Practical
  • General Machine Learning Concepts
  • Deep Learning
  • Data Analysis (NumPy and Pandas)
  • Data Visualization (Matplotlib, Seaborn, Plotly)
  • Statistics
  • Linear Algebra
  • Practical Guides

Machine Learning Algorithms



Machine Learning — Practical

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Data Scientist | Top 10 Writer in AI and Data Science | linkedin.com/in/soneryildirim/ | twitter.com/snr14