Deep Learning Projects with fastai — From Model Training to Deployment

Deep learning is inducing revolutionary changes across many disciplines. It is also becoming more accessible to domain experts and AI enthusiasts with the advent of libraries like TensorFlow…

AWS Transcribes the Presidential Debate

No matter your political leaning, the first 2020 Presidential Election Debate was a dumpster fire. It was hard for a human to understand what was being shouted over each other. How will AWS…

Lost In A Dense Forest: Intuition On Sparsity In Machine Learning With Simple Code!

Take a look at this beautiful forest! Now, imagine you were given an opportunity to perform data analysis on this gorgeous forest. The task at hand would be to find out what is the population of…

Forecast Error Measures: Scaled, Relative, and other Errors

Both Scaled Error and Relative Error are extrinsic error measures. They depend on another reference forecast to evaluate itself, and more often than not, in practice, the reference forecast is a…

How I won the Santander Data Master Competition — 3 central soft skills I used and the hard skills

Santander released the 2020 edition of their Data Masters Program in Juni. The idea and the concept that make it a brilliant program is to bring competition and learning together in order to help all…

Five Wrong Ways to Do Covid-19 Data Smoothing

You might think that raw data is more accurate than smoothed data. But in the case of the Covid-19 pandemic, smoothed data reduces reporting anomalies and is a more accurate representation of timing…

Indexing and Slicing Python Pandas DataFrame

.iloc is primarily integer position based (from 0 to length-1 of the axis), but may also be used with a boolean array. .iloc will raise IndexError if a requested indexer is out-of-bounds, except…

medium.com_towards-ai 11 hours ago

How GANs Can Improve Healthcare Analytics

Over the past decade, the adoption of electronic health record (EHR) systems in hospitals has become widespread. This transformation is due to the Health Information Technology for Economic and…

towardsdatascience.com 12 hours ago

Introducing Hiveplotlib

Introducing hiveplotlib— a new, open-source Python package for generating Hive Plots.

towardsdatascience.com 12 hours ago

Training the same CNN to do 18 different things and visualizing what it learned.

Convolutional Neural Network (CNN) architectures can be pretty general purpose for vision tasks. In this article, I’ll relay my experience in using the same network architecture for 18 different…

towardsdatascience.com 13 hours ago