Machine-Learning
37 posts
Category Encoders v1.2.5 Release
Category Encoders v1.2.5 brings community updates including stable binary/BaseN encoding, new leave-one-out encoding, and pandas compatibility fixes.
Category Encoders v1.2.4 Release
Category Encoders v1.2.4 is out! Includes pandas categorical type support, improved missing value handling, better error messages, BaseN fixes, and docs.
Data Science Things Roundup #10
A curated collection of data science articles and tools exploring network analysis, StashPy for log processing, and Bayesian survival analysis techniques.
Data Science Things Roundup #9
Data Science Things Roundup #9: Highlighting Pedro Domingos'' ML paper, Spyre (Shiny for Python), and BetaGo, an AlphaGo-inspired Go bot framework.
Data Science Things Roundup #8
Data Science Things Roundup #8: Dive into LIME for model interpretation, sklearn-expertsys for interpretable classifiers, and the value of nearest neighbors.
BaseN Encoding Grid Search in Category Encoders
Explore category_encoders' BaseN encoder for representing categorical data. Learn how to use scikit-learn's grid search to find the optimal encoding base.
Data Science Things Roundup #7
Data Science Things Roundup #7: Python-focused edition featuring Intel's Python Distribution, Go-Python for extensions, and PyFilesystem for unified access.
Data Science Things Roundup #6
Data Science Things Roundup #6: Focuses on calendar visualizations with D3.js Calendar Heatmap and Bostock's Calendar View, plus insights on coding interviews.
Data Science Things Roundup #5
Explore Deep Q-Learning for Space Invaders, insights from Elasticsearch in production, and improved Python package management strategies.
Common Data Pitfalls for Recurring Machine Learning Systems
Explore common data pitfalls in recurring machine learning systems, including new categories, data format changes, sending issues, deduplication, and updates.