Articles by Sonya Sawtelle

Review Cards for Important Statistics Concepts


Coursera Deep Learning Specialization; thoughts and tips


Decision Theoretic Framework for Data Analysis


Shooting Method for Solving Differential Equations in Python


A Quickstart Example with TensorFlow in Jupyter


Treat Your Data Science Projects Like Open Source Packages


Simple App Workflow with Web2py + Pythonanywhere + Github


Friend-Recommender Engine with Neighorhood Methods


Building a boardgamegeek.com Data Set with Scraping and APIs in Python


Collaborative Filtering Recommender System with Sklearn Custom Estimator


Anomaly Detection in Scikit-Learn


Unsupervised Heavyweights: KMeans and PCA in Sklearn


The Simplest Markdown Resume Workflow


Spam Part II: Classifying with a Vectorization and SVM Pipeline


Spam Part I: NLP with re, nltk and BeautifulSoup


Regular Expressions in Python


Classification with SVMs and Grid Search


Python Iterators and Generators Disambiguated


Large Data Files with Pandas and SQLite


Learning Curves and Validation Curves in Scikit-Learn


Mean Average Precision (MAP) For Recommender Systems


Classification with Neural Nets Using MLPClassifier


Markov Chain Monte Carlo with PyMC


LogisticRegression vs. SGDClassifier


LinearRegression vs. SGDRegressor


Bash on Windows (!) with the Linux Subsystem


Scrabble Cheatsheet with Python


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