Automatic Feature Engineering on Large Scale Time Series Data using tsfresh & Dask

[I have delivered a talk on this topic in Jan' 2021. You can find that here] The internet of things, digitized health care systems, financial markets, smart cities, all are continuously generating time series data of different types, sizes and complexities. As continuous monitoring & data collection becomes more feasible and popular, the demand for … Continue reading Automatic Feature Engineering on Large Scale Time Series Data using tsfresh & Dask

Inject Dependencies – Manually

In another post, “Do I Really Need a Singleton?”, I wrote about the problems introduced by the Singleton design pattern. When the single unique instance is being accessed through the getInstance() method, Singleton acts as a global variable in disguise and introduces tight coupling and unwanted dependencies. I have received two immediate questions from my … Continue reading Inject Dependencies – Manually