References
Reactive architecture
Articles
Books
- Manuel Bernhardt, 2016; Reactive Web Applications
- Jonas Bonér, 2016; Reactive Microservices Architecture
- Roland Kuhn, Brian Hanafee, Jamie Allen, 2016; Reactive Design Patterns
- Vaughn Vernon, 2015; Reactive Message Patterns with the Actor Model
System infrastructure
Books
- Ritesh Modi, Jack Lee, Rithin Skaria, 2020; Azure for Architects
- John Savill, 2019; Microsoft Azure Infrastructure Services for Architects
System administration
Books
Computer networks
Books
Microservices architecture
Books
Domain-Driven Design
Books
Software security
Books
Web services
Articles
Books
Mathematical statistics
Books
Bayesian statistics
Books
- Bradley Carlin, Thomas Louis, 2008; Bayesian Methods for Data Analysis
- Andrew Gelman, John Carlin, Hal Stern, David Dunson, Aki Vehtari, Donald Rubin, 2013; Bayesian Data Analysis
- John K. Kruschke, 2010; Doing Bayesian Data Analysis: A Tutorial Introduction with R
- Richard McElreath, 2020; Statistical Rethinking
Probabilistic networks
Articles
Books
- Daphne Koller, Nir Friedman, 2009; Probabilistic Graphical Models
- Kevin Korb, Ann Nicholson, 2010; Bayesian Artificial Intelligence
- Uffe Kjrulff, Anders Madsen, 2008; Bayesian Networks and Influence Diagrams
- Richard Neapolitan, 2004; Learning Bayesian Networks
- Judea Pearl, 1988; Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
- Avi Pfeffer, 2016; Practical Probabilistic Programming
Statistical learning
Books
- Trevor Hastie, Robert Tibshirani, Jerome Friedman, 2001; The Elements of Statistical Learning: Data Mining, Inference, and Prediction
- Gareth James, Trevor Hastie, Robert Tibshirani, Daniela Witten, 2017; An Introduction to Statistical Learning: With Applications in R
Machine learning
Books
Natural language processing
Books
- Dan Jurafsky, James H. Martin, 2021; Speech and Language Processing
- Chris Manning, Hinrich Schütze, 1999; Foundations of Statistical Natural Language Processing
- Julia Silge, David Robinson, 2017; Text Mining with R
Artificial Intelligence
Books
- Nils John Nilsson, 2010; The Quest for Artificial Intelligence: A History of Ideas and Achievements
- Stuart Russell, Peter Norvig, 2020; Artificial Intelligence: A Modern Approach
Statistical strategy
Books
- Frank Harrell, 2015; Regression Modeling Strategies
- Ewout Steyerberg, 2008; Clinical Prediction Models
Clinical trial analysis
Books
Survival analysis
Books
- Patricia M. Grambsch, Terry M. Therneau, 2000; Modeling Survival Data: Extending the Cox Model
- Dirk F. Moore, 2016; Applied Survival Analysis Using R
Hierachical models
Books
- Andrew Gelman, Jennifer Hill, 2006; Data Analysis Using Regression and Multilevel/Hierarchical Models
- Judith D. Singer, John B. Willett, 2003; Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Causal analysis
Articles
- Enrique F. Schisterman, Stephen R. Cole, Robert W. Platt, 2009; Overadjustment Bias and Unnecessary Adjustment in Epidemiologic Studies, Epidemiology
- Tyler J VanderWeele , 2009; On the relative nature of overadjustment and unnecessary adjustment, Epidemiology
Books
- Judea Pearl, 2009; Causality
- Judea Pearl, Madelyn Glymour, Nicholas P. Jewell, 2016; Causal Inference in Statistics: A Primer
- Judea Pearl, Dana Mackenzie, 2018; The Book of Why
- Tyler VanderWeele, 2015; Explanation in Causal Inference
Docker
Books
Kubernetes
Books
OpenShift
Articles
- OpenShift 4 - New Features
- Care and feeding of MiniShift development environments
- MiniShift and the Enterprise
Books
OAuth 2.0
Books
Kafka
Books
MongoDB
Books
Akka
Articles
Books
Scala
Books
- Alvin Alexander, 2018; Hello, Scala
- Paul Chiusano, Runar Bjarnason, 2014; Functional Programming in Scala
- Cay S. Horstmann, 2016; Scala for the Impatient
- Martin Odersky, Lex Spoon, Bill Venners, 2020; Programming in Scala
R
Books
- Peter Dalgaard, 2004; Introductory Statistics with R
- Garrett Grolemund, Hadley Wickham, 2016; R for Data Science
- Hadley Wickham, 2009; ggplot2: Elegant Graphics for Data Analysis
- Phil Spector, 2008; Data Manipulation with R
- Yihui Xie, 2013; Dynamic Documents with R and knitr
Git
Books
HTML and CSS
Books
Shiny
Books
- Colin Fay, Vincent Guyader, Cervan Girard, Sébastien Rochette, 2020; Engineering Production-Grade Shiny
- Hadley Wickham, 2020; Mastering Shiny
Stan
Articles