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Issue #42

Mar 15, 2020

Dear friends,

Welcome to the March 15 edition of the Sunday Briefing. 

This week we take advantage of the increased world wide attention on the current SARS-CoV-2 pandemic and take a deep look at how we might soon be looking at 1 Million Infected Americans, how we can strengthen the use of models during epidemics, and at The effect of travel restrictions.

In addition, we also take another look at Simpson’s ParadoxData Trees, a new dataset on grocery purchases in London, analyze how to uncover patterns in high dimensional time series, have an overview of Causal Interpretability for ML and Deep Reinforcement Learning For Trading.

Finally, in our video of the week, the good folks over at 3Blue1Brown give us an excellent overview of Exponential growth and epidemics to help us to better interpret the numbers we see in the news.

Data shows that the best way for a newsletter to grow is by word of mouth, so if you think one of your friends or colleagues would enjoy this newsletter, just go ahead and forward this email to them and help us spread the word!

Semper discentes,

The D4S team

Blog:

Our latest post covers the first part of section 1.3 Probability Theory and Statistics, an overview of some of the fundamental theoretical requirements for the journey ahead. The code for each blog post in this series is hosted by a dedicated GitHub repository for this project: github.com/DataForScience/Causality

Blog Posts:
1.2 - Simpson's Paradox
1.3 - Probability Theory and Statistics

GitHub: github.com/DataForScience/Causality

Top Links:

Tutorials and blog posts that came across our desk this week.
  1. Discovering hidden patterns in high dimensional time series [medium.com/bag-of-words]
  2. Making Data Trees in Python [medium.com/swlh]
  3. Build a Shipment Notification Service with Python, Flask, Twilio and EasyPost [twilio.com]
  4. 10 Ways that Human-in-the-Loop Machine Learning is Used Today [freecontent.manning.com]
  5. Deep Reinforcement Learning For Trading Applications [alphaarchitect.com]
  6. Here's How Fast the Coronavirus Could Infect Over 1 Million Americans [time.com]
  7. An Introduction to Simpson’s Paradox [towardsdatascience.com]

Fresh off the press:

Some of the most interesting academic papers published recently.

Video of the week:

Interesting discussions, ideas or tutorials that came across our desk.


Exponential growth and epidemics

https://www.youtube.com/watch?v=Kas0tIxDvrg

Upcoming Events:

Opportunities to learn from us
  1. Mar 27, 2020Deep Learning for Everyone [Register
  2. Apr 8, 2020Time Series for Everyone [Register] 🆕
  3. Apr 29, 2020Applied Probability Theory for Everyone [Register] 🆕
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Publishes on Sunday.
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