## EFavDB by category — all the posts so far!

### Case Studies

- Utility functions and immigration
- The speed of traffic
- Machine learning to predict San Francisco crime
- MLB predictions take off!
- Forecasting Bike Sharing Demand
- Measles vaccination rate by USA state and relation to mean outbreak size
- Analyzing Analysts
- Machine learning for facial recognition
- Machine learning with wearable sensors
- Quantifying the NBA Christmas week flop: one in ten thousand?
- Announcing: NBA learner v0.1
- Obtaining and visualizing traffic data

### Software

- TimeMarker class for python
- Gaussian Processes
- Simple python to LaTeX parser
- GPU-accelerated Theano & Keras with Windows 10
- Try Caffe pre-installed on a VirtualBox image
- Start deep learning with Jupyter notebooks in the cloud
- Dotfiles for peace of mind
- Getting started with Pandas
- Build a web scraper for a literature search – from soup to nuts
- Reshaping Data in R
- Quick tutorial on MySQL
- Processing and processing.js tips and tricks in WordPress

### Statistical and machine-learning methods

- Backpropagation in neural networks
- An orientational integral
- The speed of traffic
- Integration method to map model scores to conversion rates from example data
- Gaussian Processes
- Martingales
- Logistic Regression
- Normal Distributions
- Model AUC depends on test set difficulty
- Deep reinforcement learning, battleship
- Bayesian Statistics: MCMC
- Interpreting the results of linear regression
- Linear Regression
- Independent component analysis
- Principal component analysis
- Support Vector Machines for classification
- Leave-one-out cross-validation
- The mean shift clustering algorithm
- Machine Learning Methods: Decision trees and forests
- Machine Learning Methods: Classification without negative examples

### Mathematical essays, etc.

- Integration method to map model scores to conversion rates from example data
- Gaussian Processes
- Logistic Regression
- Normal Distributions
- Hyperparameter sample-size dependence
- Average queue wait times with random arrivals
- Improved Bonferroni correction factors for multiple pairwise comparisons
- Maximum-likelihood asymptotics
- A review of parameter regularization and Bayesian regression
- Stochastic geometric series
- How not to sort by average rating, revisited
- Multivariate Cramer-Rao inequality
- Mathematics of measles