AI/ML
- 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)
Architecture
- Microservices (Fowler, Lewis, 2014)
- What do you mean by “Event-Driven”? (Fowler, 2017)
Data Stores
- A Relational Model of Data for Large Shared Data Banks (Codd, 1970)
- Readings in Databases (Xin)
- A one size fits all database doesn't fit anyone (Vogels, 2018)
Misc
- Teach yourself programming in 10 years (Norvig)
- Why Software is Eating the World (Andreessen, 2011)