Pushing a React client, Python JSON API, and SSL certificate from Let's Encrypt to DigitalOcean in an hour For my latest project, I decided to use React for most of my exploratory data analysis (EDA) and needed a drop-dead simple JSON API for serving up the necessary data to avoid
When it comes to preprocessing, data scientists can jump a bit too quickly to a full blown script in their favorite language... I was able to employ a quick Vim macro to quickly transform some structured text into a Python dictionary that I could use for preprocessing references.
Using Deep Learning and Computer Vision techniques, aerial imagery can be analyzed to automatically predict or augment structure annotations in both form and area...
As I delve into data science more myself, I am surprised at the unfortunate inattention paid to the lessons already learned by software engineers, particularly around testing and clean code.
When designing and working with neural networks, a common requirement is having a fixed image dimensions for inputs... By handling the image resizing beforehand, the training phase will be able to progress without as much overhead and thereby allow for tighter feedback loops.
While experimenting with multiple architectures, I took the opportunity to step back and consider how I might confine the output of the neural network to be a bit more specific to the GazeCapture of iOS devices.
Background As a part of my graduate studies at Regis University, I have had the opportunity to begin exploring my own project during my Deep Learning class. (Data Source) By using this data set before my practicum (Spring 2019), I hope to not only explore and model some interesting data