Rafael Marino

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  AI/ML

  (4)
Hidden Technical Debt in Machine Learning Systems (Sculley, et al, 2015)
The Mythos of Model Interpretability (Lipton, 2016)
The New Business of AI (Casado, Bornstein, 2020)
MLOps Tooling Landscape v2 (+84 new tools) (Huyen, 2020)


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  Data Analysis

  (5)
Graphs in Statistical Analysis (Anscombe, 1973)
68–95–99.7 rule (Wikipedia)
Tidy Data (Wickham, 2014)
R for Data Science (Wickham & Grolemund, 2017)
How we learnt to stop worrying and love web scraping (DeVito et al, 2020)


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  Data Engineering

  (8)
OLTP vs OLAP (Stitch)
Kimball Dimensional Modeling Techniques (Kimball Group, 2013)
The Log (Kreps, 2013)
Schema-on-Read vs Schema-on-Write (Awadallah, 2014)
DataLake (Fowler, 2015)
A Brief History of the UUID (Branson, 2017)
Event-Driven Architectures - The Queue vs The Log (Vanlightly, 2018)
ETL vs ELT (Wang, 2021)


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  Data Science

  (7)
Random Forests (Breiman, 2001)
Statistical Modeling: The Two Cultures (Breiman, 2001)
ASA Statement on Stat Significance and P-Values (Wasserstein, et al, 2016)
The AI Hierarchy of Needs (Rogati, 2017)
Scientists rise up against statistical significance (Amrhein, et al, 2019)
Data science is different now (Boykis, 2019)
Forecasting: Principles and Practice (Hyndman & Athanasopoulos, 2021, 3e)


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  Data Strategy

  (5)
Goodhart's law (Campbell, Goodhart, Strathern, 1969)
According To U.S. Big Data, We Won The Vietnam War (Salem Baskin, 2014)
The Surprising Power of Online Experiments (Kohavi, Thomke, 2017)
The Empty Promise of Data Moats (Casado, Lauten, 2019)
Emerging Architectures for Modern Data Infrastructure (Bornstein, et al, 2020)


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  Databases

  (8)
A Relational Model of Data for Large Shared Data Banks (Codd, 1970)
Polyglot Persistence (Fowler, 2011)
NoSQL Distilled - Key Points (Sadalage, Fowler, 2012)
Readings in Databases (Xin Reynold)
A one size fits all database doesn't fit anyone (Vogels, 2018)
B Trees and B+ Trees. How they are useful in Databases (Bari, 2018)
Avoiding the Pitfalls of BRIN Indexes in Postgres (Porvaznik, 2020)
Database Structure and Design Tutorial (lucidchart.com)


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  Misc

  (9)
Sound (Hegel, 1817)
Creative Thinking (Shannon, 1952)
On Creativity (Asimov, 1959)
Anatomy of the State (Rothbard, 1974)
Epic Pooh (Moorcock, 1978)
How Complex Systems Fail (Cook, 2000)
The Sciences of System Building (Zhong, 2016)
Donald Knuth on Work Habits [...] (Das Gupta, 2020)
Technical Writing Course (developers.Google)


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  Programming

  (3)
Advent of Code (Eric Wastl)
Teach yourself programming in 10 years (Norvig)
Recursion in Programming (Ryan Shachte via FCC, 2021)


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  Software Engineering

  (4)
REST API Tutorial (Todd Frederich)
Microservices (Fowler, Lewis, 2014)
Donald Knuth - The Patron Saint of Yak Shaves (Gilcher, 2015)
What do you mean by “Event-Driven”? (Fowler, 2017)


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  Tech

  (2)
Why Software is Eating the World (Andreessen, 2011)
Every Company is Becoming Software (Kreps, 2019)