Welcome

This a list of some of my articles published on Medium.

You can also go check my portfolio page or the list of all my published projects !

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Medium Articles

• Guide to creating interactive visualizations in Python (LevelUp Coding)

  • In this guide, we explore HoloViz tools, and most precisely, we take a look at Panel and hvPlot which are open-source libraries that can be used to create interactive charts and dashboards. We also see how easy is to deploy and share our dashboard using a Jupyter Notebook.
  • Dashboard with interactive charts deployed on Heroku
  • The code used to create this guide is available here, on this GitHub repository

• Analyzing the results of an A/B test

  • Analysis of the results of an A/B test where the final objective is to build a ML model in order to optimize a promotion strategy to better target customers.
  • The code used is available here, on this GitHub repository

• Guide to Using Descriptive Statistics in Data Science (Towards AI)

  • In this guide, we take a look at different common tools and concepts used to summarize data to try to better understand how they work and when to use them.
  • The code used to create this guide is available here, on this GitHub repository

• Explaining Black-Box models in Python

  • A quick look at different global and local methods for explaining complex machine learning models using Python libraries
  • The code used to create this guide is available here, on this GitHub repository

• Useful Git Commands for Beginners (CodeX)

  • A quick look at different Git Commands useful for beginners.

• Linear Regression: Normal Equation & Gradient Descent — from Scratch

  • Studies linear regression, how to find optimal weights using the normal equation and its drawbacks, as well as using gradient descent (Batch, Stochastic and Mini-Batch), from scratch using mostly NumPy
  • The code used to create this guide is available here, on this GitHub repository