As a full-time data scientist, there are many things that do not fall under my job description (e.g. web development and time series analysis) and many things that do (e.g. deep learning and NLP).
It's important to build new skills and to improve existing ones, whether they are relevant to your day-to-day job or not. So here are some of the coding projects I've worked on in my spare-time.
"Try to learn something about everything and everything about something." - Thomas H. HuxleyBuilding a website with zero web development knowledge required a lot of patience, determination and attention to detail. Here are the general steps I took to build the website you're exploring right now.
Recommender systems are models aimed at providing new or relevant items to a given user. See how I build a book recommender using collaborative filter techniques.
Try this app that retrieves key information about your newspaper articles. Simply enter the newspaper URL and the app will do all the hard work!
Topic modelling relates to sorting through a set of documents and automatically clustering them based on the word groupings that best characterise them. See how I approached this problem.