Finding Errors in Data - Data Validation
Explore methods to detect & fix errors in data, including validation, visualizations, statistical tests, cleaning techniques, machine learning & data...
Pandas Schema Validation
Overview of the available tools and methods for schema validation in pandas, examplary code snippets and recommendation for when to use given tool.
Evaluation of Interpretability for Explainable AI
Learn about the evaluation of interpretability in machine learning with this guide. Discover different levels and methods for assessing the explainability of models.
Metrics Used to Compare Histograms
Learn about metrics used to compare histograms with examples of how to calculate them in python. From Chi-Squared distance to Kullback-Leibler divergence...
Data Science Command-Line Tools
Description of GNU utils and other less standard tools that helps with processing data from CLI or with shell scripts.
Finding the Spy - Post on Markov Chains and Stochastic Matrices
Using puzzle on tracing the high profile spy as excuse to showcase Markov Chains and demonstrate usage and properties e.g. Stationary distribution
Top Popular ZSH Plugins on GitHub (2019)
On the GitHub project Awesome Zsh plugins you can find 1700+ links to plugins, themes, and Zsh plugin managers/frameworks. The number of tools listed on...
Learn Bayesian Methods in 4 Steps - By Reading and by Doing
This post proposes a 4-step path for learning Bayesian methods. The first step is going through the book "Bayesian methods for hackers", second, using...
Kaggle Evaluation Metrics Used for Regression Problems
This post describe evaluation metrics used in Kaggle competitions where problem to solve is has regression nature. Eight different metrics are described,...
How to Install TensorFlow and Keras on Windows 10
Guide on how to install TensorFlow cpu-only version - the case for machines without GPU supporting CUDA. Step-by-step procedure starting from creating conda...