Machine Learning can be easy and intuitive — here’s a complete from-scratch guide to Simple Linear Regression

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Photo by JJ Ying on Unsplash (modified by author)
  • Introduction to Simple Linear Regression
  • Math Behind Simple Linear Regression
  • From-Scratch Implementation
  • Comparison with Scikit-Learn
  • Conclusion


Easily visualize data beyond the 2nd dimension with Radar Charts — implemented in both Matplotlib and Plotly

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Article thumbnail — image by author
  • Introduction to Radar Charts
  • Pros and Cons of Radar Charts
  • Radar Charts with Matplotlib
  • Radar Charts with Plotly
  • Conclusion

Introduction to Radar Charts


An easy and straightforward guide to machine learning and classification with decision trees.

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Photo by Fabrice Villard on Unsplash
  • Introduction to Decision Trees
  • Dataset Loading and Preparation
  • Modeling
  • Making Predictions
  • Conclusion

Introduction to Decision Trees


Theory + Hands-on guide on implementing concurrent execution with Python

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Photo by Rayner Simpson on Unsplash
  • Introduction to threading
  • Implementing threading — Sending 1000 requests
  • The results
  • Conclusion


Learn how to explain predictions of convolutional neural networks with PyTorch and SHAP

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Photo by Fernand De Canne on Unsplash


Master the basics of SQL with PostgreSQL, DVD rental database, and this beginner-friendly guide.

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Photo by Adrien Converse on Unsplash
  • Dataset introduction
  • Select data
  • Filter data
  • Sort data
  • Match data
  • Join and group data
  • Conclusion

Dataset introduction


M1 Macs vs. Google Colab for basic deep learning tasks

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Photo by veeterzy from Pexels


Comparison with Intel Macbook Pro in Python, Numpy, Pandas, and Scikit-Learn

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Photo by Tomáš Stanislavský on Unsplash


From scratch to Grid Search — hands-on examples included.

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Photo by Matteo Catanese on Unsplash
  • Dataset loading and preparation
  • Manual hyperparameter tuning
  • Loop-based hyperparameter tuning
  • Hyperparameter tuning with GridSearch
  • Conclusion


Create PDF reports with beautiful visualizations in 10 minutes or less

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Photo by Jesse G-C on Unsplash

Dario Radečić

3.2M+ views | Data Scientist | Master of Data Science | www.betterdatascience.com

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