antonpapazyan/from-junior-to-senior

My study plan for going from junior to senior software developer

From junior to senior

My study plan for going from junior to senior software developer (i. e. from level 1 to level 3 of the Programmer Competency Matrix). Inspired by Google Interview University.

Usage

# install rust toolchain
curl https://sh.rustup.rs -sSf | sh

# clone this repository
git clone https://github.com/KolesnichenkoDS/from-junior-to-senior
cd from-junior-to-senior

# edit the list
vim resources/items.json

# render to markdown
cargo run -- resources/ -f json -F markdown -o README.md

If you want to suggest a resource, you can just open an issue.

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Table of contents

• Calculus
• Functional Analysis
• Geometry
• Logic
  • Linear Logic
• Algebra
  • Linear Algebra
• Category Theory
• Combinatorics and Probability
• Discrete Mathematics
• Type Theory
  • Linear Type Theory
  • Row Polymorphism
  • Subtyping
• Verification and Automatic Theorem Proving
• Lambda Calculus
  • Linear Lambda Calculus
• Pi Calculus
• Data Structures
• Algorithms
  • Basic Algorithms
    • Sorting
  • Complexity
• Programming Languages & Platforms
  • JVM
    • Java
    • Kotlin
    • Scala
  • .NET
    • C Sharp
    • F Sharp
    • F Star
  • Haskell
  • Rust
  • Coq
• Programming Paradigms and Patterns
  • Object-Oriented Programming
  • Functional Programming
  • Logic Programming
  • Actor Model
  • Inversion of Control
    • Dependency Injection
• Memory Management and Garbage Collection
• Design Patterns
• Domain-Driven Design
• Computer Architecture
• Systems Programming
  • Operating Systems
    • Linux
    • Windows
    • macOS
• Compilers and Interpreters
  • Compilers
  • Interpreters
  • Garbage Collection
• Networks
• Web Development
  • Frontend
  • Backend
    • Model-View-Controller
    • Microservices
  • Web Applications Security
• Databases
  • SQL Databases
  • NoSQL Databases
• Concurrency and Parallelism
  • Multithreading
  • SIMD
  • Distributed Systems
• Security
  • Cryptography
  • Web Applications Security
• Blockchain
• Testing
• Data Science
  • Data Visualisation
  • Distributed Systems
  • Machine Learning
• Digital Marketing

Calculus

Statistics

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Books
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Resources

• 📝 Articles
  • 🇺🇸 An Intuitive Introduction to Limits by Better Explained
• 📖 Books
  • 🇷🇺 Краткий курс математического анализа by Lev Kudryavtsev

Functional Analysis

Statistics

Resource type	Progress
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Books
Courses
Papers
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Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 An Interactive Guide to the Fourier Transform by Better Explained

Geometry

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 🎓 Courses
  • 🇺🇸 Analytic Geometry by Khan Academy

Logic

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
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Total

Resources

• 📝 Articles
  • 🇺🇸 Sequent Calculus by nLab
• 📖 Books
  • 🇺🇸 Software Foundations. Volume 1: Logical Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 2: Programming Language Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 3: Verified Functional Algorithms by Andrew W. Appel
  • 🇺🇸 Types and Programming Languages by Benjamin C. Pierce

Linear Logic

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
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Resources

• 📝 Articles
  • 🇺🇸 Linear Logic by nLab
  • 🇷🇺 Линейная логика (реферат по истории математики) by Alexandr Kharitonov
  • 🇺🇸 Linear Types Make Performance More Predictable by Jean-Philippe Bernardy, Arnaud Spiwack
  • 🇺🇸 Implementing a Safer Sort with Linear Types by Alexander Vershilov, Arnaud Spiwack
• 📖 Books
  • 🇺🇸 Linear Logic by Frank Pfenning
• 📄 Papers
  • 🇺🇸 Integrating Dependent and Linear Types by Neel Krishnaswami
  • 🇺🇸 Linear Logic, Monads and the Lambda Calculus by Nick Benton, Philip Wadler
  • 🇺🇸 On Regions and Linear Types by David Walker, Kevin Watkins
  • 🇺🇸 Linear Regions Are All You Need by Matthew Fluet, Greg Morrisett, Amal Ahmed
  • 🇺🇸 Type Reconstruction for the Linear π-Calculus with Composite Regular Types by Luca Padovani
  • 🇺🇸 Lightweight Monadic Regions by Oleg Kiselyov, Chung-chieh Shan
  • 🇺🇸 Session Types for Rust by Thomas Bracht Laumann Jespersen, Philip Munksgaard, Ken Friis Larsen
  • 🇺🇸 Permission-Based Ownership: Encapsulating State in High-Order Typed Languages by Neel Krishnaswami, Jonathan Aldrich
• 🎥 Videos
  • 🇺🇸 Linear and Dependent Types 1 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 2 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 3 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 4 by Neel Krishnaswami
  • 🇺🇸 Substructural Type Systems and Concurrent Programming 1 by Frank Pfenning

Algebra

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
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Total

Resources

• 📖 Books
  • 🇺🇸 Algebra: Chapter 0 by Paolo Aluffi
• 🎓 Courses
  • 🇺🇸 Algebra I by MIT OpenCourseWare
  • 🇺🇸 Algebra II by MIT OpenCourseWare

Category Theory

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
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Resources

• 📎 Cheatsheets
  • 🇺🇸 Typeclassopedia by Brent Yorgey
• 📖 Books
  • 🇺🇸 Category Theory for Programmers by Bartosz Milewski
• 📄 Papers
  • 🇺🇸 Monads Need Not To Be Endofunctors by Thorsten Altenkirch, James Chapman, Tarmo Uustalu

Combinatorics and Probability

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 🎓 Courses
  • 🇺🇸 Basic Theoretical Probability by Khan Academy
  • 🇷🇺 Дискретный анализ и теория вероятностей by School of Data Analysis

Type Theory

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 Impredicative Types by HaskellWiki
• 📖 Books
  • 🇺🇸 Software Foundations. Volume 1: Logical Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 2: Programming Language Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 3: Verified Functional Algorithms by Andrew W. Appel
  • 🇺🇸 Types and Programming Languages by Benjamin C. Pierce
  • 🇺🇸 Homotopy Type Theory by Vladimir Voevodsky
• 📄 Papers
  • 🇺🇸 Dependent Type Theory of Stateful High-Order Functions by Aleksandar Nanevski, Gregg Morrisett
  • 🇺🇸 RustBelt: Securing the Foundations of the Rust Programming Language by Ralf Jung, Jacques-Henri Jordan, Robbert Krebbers, Derek Dreyer
  • 🇺🇸 Iris: Monoids and Invariants as an Orthogonal Basis for Concurrent Programming by Ralf Jung, David Swasey, Filip Sieczkowski, Kasper Svendsen, Aaron Turon, Lars Birkedal, Derek Dreyer
  • 🇺🇸 Permission-Based Ownership: Encapsulating State in High-Order Typed Languages by Neel Krishnaswami, Jonathan Aldrich
  • 🇺🇸 Verifying Event-Driven Programs using Ramified Frame Properties by Neel Krishnaswami, Lars Birkedal, Jonathan Aldrich
• 🌠 Slides
  • 🇺🇸 Type Safety Proof by Dan Grossman
• 🎥 Videos
  • 🇷🇺 Системы типизации лямбда-исчисления 1 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 2 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 3 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 4 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 5 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 6 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 7 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 8 by Денис Москвин

Linear Type Theory

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 Linear Types Make Performance More Predictable by Jean-Philippe Bernardy, Arnaud Spiwack
  • 🇺🇸 Implementing a Safer Sort with Linear Types by Alexander Vershilov, Arnaud Spiwack
• 📄 Papers
  • 🇺🇸 Integrating Dependent and Linear Types by Neel Krishnaswami
  • 🇺🇸 Linear Logic, Monads and the Lambda Calculus by Nick Benton, Philip Wadler
  • 🇺🇸 On Regions and Linear Types by David Walker, Kevin Watkins
  • 🇺🇸 Linear Regions Are All You Need by Matthew Fluet, Greg Morrisett, Amal Ahmed
  • 🇺🇸 Lightweight Monadic Regions by Oleg Kiselyov, Chung-chieh Shan
  • 🇺🇸 Session Types for Rust by Thomas Bracht Laumann Jespersen, Philip Munksgaard, Ken Friis Larsen
  • 🇺🇸 Permission-Based Ownership: Encapsulating State in High-Order Typed Languages by Neel Krishnaswami, Jonathan Aldrich
• 🎥 Videos
  • 🇺🇸 Linear and Dependent Types 1 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 2 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 3 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 4 by Neel Krishnaswami

Row Polymorphism

Statistics

Resource type	Progress
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Books
Courses
Papers
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Resources

• 📝 Articles
  • 🇺🇸 Row Polymorphism isn't Subtyping by Brian McKenna
• 📄 Papers
  • 🇺🇸 A Polymorphic Type System for Extensible Records and Variants by Benedict R. Gaster, Mark P. Jones
• 🌠 Slides
  • 🇺🇸 Objects and Aspects: Row Polymorphism by Neel Krishnaswami

Subtyping

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Books
Courses
Papers
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Resources

• 📝 Articles
  • 🇺🇸 Coercion by nLab
  • 🇺🇸 Row Polymorphism isn't Subtyping by Brian McKenna
• 📄 Papers
  • 🇺🇸 Type-Theoretical Semantics with Coercive Subtyping by Zhaohui Luo

Verification and Automatic Theorem Proving

Statistics

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Articles
Books
Courses
Papers
Slides
Videos
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Resources

• 📖 Books
  • 🇺🇸 Software Foundations. Volume 3: Verified Functional Algorithms by Andrew W. Appel
• 🎓 Courses
  • 🇺🇸 Theorem Proving in Lean
• 📄 Papers
  • 🇺🇸 Verifying Event-Driven Programs using Ramified Frame Properties by Neel Krishnaswami, Lars Birkedal, Jonathan Aldrich

Lambda Calculus

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
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Resources

• 📖 Books
  • 🇺🇸 Types and Programming Languages by Benjamin C. Pierce
• 📄 Papers
  • 🇺🇸 RustBelt: Securing the Foundations of the Rust Programming Language by Ralf Jung, Jacques-Henri Jordan, Robbert Krebbers, Derek Dreyer
• 🌠 Slides
  • 🇺🇸 Type Safety Proof by Dan Grossman
• 🎥 Videos
  • 🇷🇺 Лямбда-исчисление by Денис Москвин
  • 🇷🇺 Рекурсия и редукция by Денис Москвин
  • 🇷🇺 Просто типизированное лямбда-исчисление by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 1 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 2 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 3 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 4 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 5 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 6 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 7 by Денис Москвин
  • 🇷🇺 Системы типизации лямбда-исчисления 8 by Денис Москвин

Linear Lambda Calculus

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Articles
Books
Courses
Papers
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Resources

• 📄 Papers
  • 🇺🇸 Integrating Dependent and Linear Types by Neel Krishnaswami
  • 🇺🇸 Linear Logic, Monads and the Lambda Calculus by Nick Benton, Philip Wadler
• 🎥 Videos
  • 🇺🇸 Linear and Dependent Types 1 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 2 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 3 by Neel Krishnaswami
  • 🇺🇸 Linear and Dependent Types 4 by Neel Krishnaswami

Pi Calculus

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Books
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Papers
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Resources

• 📄 Papers
  • 🇺🇸 Type Reconstruction for the Linear π-Calculus with Composite Regular Types by Luca Padovani
  • 🇺🇸 Designing a π-based Programming Language in the .NET Framework: CLR Interoperability from the Programmer's Point of View by Manuel Mazzara

Algorithms

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Books
Courses
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Resources

• 🎓 Courses
  • 🇷🇺 Алгоритмы и структуры данных by School of Data Analysis

Complexity

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Books
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Resources

• 🎓 Courses
  • 🇷🇺 Сложность вычислений by School of Data Analysis

Programming Languages & Platforms

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Books
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Resources

JVM

Statistics

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Articles
Books
Courses
Papers
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Resources

• 📝 Articles
  • 🇺🇸 JVM Anatomy Park #2: Transparent Huge Pages by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #3: GC Design and Pauses by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #4: TLAB Allocation by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #5: TLABs and Heap Parsebility by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #6: New Object Stages by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #7: Object Initialization Costs by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #8: Local Variable Reachability by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #9: JNI Critical and GC Locker by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #10: String.intern() by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #11: Moving GC and Locality by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #12: Native Memory Tracking by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #13: Integrational Barriers by Aleksey Shipilev

Java

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
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Resources

• 📝 Articles
  • 🇺🇸 JVM Anatomy Park #1: Lock Coarsening and Loops by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #8: Local Variable Reachability by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #14: Constant Variables by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #15: Just-In-Time Constants by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #16: Megamorphic Virtual Calls by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #17: Trust Non-Static Final Fields by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #18: Scalar Replacement by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #19: Lock Elision by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #20: FPU Spills by Aleksey Shipilev
  • 🇺🇸 RAII in Java by Yegor Bugayenko
  • 🇺🇸 Java 9: The Good, The Bad, and Private Interface Methods by Yegor Bugayenko
  • 🇺🇸 Operator new() is Toxic by Yegor Bugayenko
  • 🇺🇸 Constructors or Static Factory Methods? by Yegor Bugayenko

.NET

Statistics

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Books
Courses
Papers
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Resources

• 📝 Articles
  • 🇺🇸 Concurrent Programming in .NET Core by Damir Arh
  • 🇺🇸 How does Object.GetType() really work? by Konrad Kokosa
  • 🇺🇸 Zero Garbage Collector for .NET Core by Konrad Kokosa
  • 🇺🇸 Zero Garbage Collector for .NET Core 2.1 and ASP.NET Core 2.1 by Konrad Kokosa
  • 🇺🇸 Allocation is cheap... until it is not by Konrad Kokosa
  • 🇺🇸 Making .NET code less allocatey – Allocations and the Garbage Collector by Maarten Balliauw
• 📄 Papers
  • 🇺🇸 Designing a π-based Programming Language in the .NET Framework: CLR Interoperability from the Programmer's Point of View by Manuel Mazzara
  • 🇺🇸 Design and Implementation of Generics for the .NET Common Language Runtime by Andrew Kennedy, Don Syme

F Star

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
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Videos
Total

Resources

• 📄 Papers
  • 🇺🇸 Dependent Types and Multi-monadic Effects in F* by Nikhil Swamy

Haskell

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📎 Cheatsheets
  • 🇺🇸 Typeclassopedia by Brent Yorgey
• 📝 Articles
  • 🇺🇸 Impredicative Types by HaskellWiki
  • 🇺🇸 Linear Types Make Performance More Predictable by Jean-Philippe Bernardy, Arnaud Spiwack
  • 🇺🇸 Implementing a Safer Sort with Linear Types by Alexander Vershilov, Arnaud Spiwack
  • 🇺🇸 Three Layer Haskell Cake by Matt Parsons
  • 🇺🇸 Invert Your Mocks! by Matt Parsons
• 📄 Papers
  • 🇺🇸 Typed Tagless Final Interpreters by Oleg Kiselov
  • 🇺🇸 Lightweight Monadic Regions by Oleg Kiselyov, Chung-chieh Shan

Rust

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📄 Papers
  • 🇺🇸 RustBelt: Securing the Foundations of the Rust Programming Language by Ralf Jung, Jacques-Henri Jordan, Robbert Krebbers, Derek Dreyer
  • 🇺🇸 Session Types for Rust by Thomas Bracht Laumann Jespersen, Philip Munksgaard, Ken Friis Larsen

Coq

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📖 Books
  • 🇺🇸 Software Foundations. Volume 1: Logical Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 2: Programming Language Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 3: Verified Functional Algorithms by Andrew W. Appel

Programming Paradigms and Patterns

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Books
Courses
Papers
Slides
Videos
Total

Resources

Object-Oriented Programming

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 SRP is a Hoax by Yegor Bugayenko
  • 🇺🇸 DAO is Yet Another OOP Shame by Yegor Bugayenko
  • 🇺🇸 ORM is an Offensive Anti-Pattern by Yegor Bugayenko
  • 🇺🇸 Getters/Setters. Evil. Period. by Yegor Bugayenko
  • 🇺🇸 Operator new() is Toxic by Yegor Bugayenko
  • 🇺🇸 Constructors or Static Factory Methods? by Yegor Bugayenko
  • 🇺🇸 Data Transfer Object is a Shame by Yegor Bugayenko
• 📖 Books
  • 🇺🇸 Design Patterns: Elements of Reusable Object-Oriented Software by Erich Gamma, Richard Helm, Ralph Johnson, John Vlissides

Functional Programming

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📎 Cheatsheets
  • 🇺🇸 Typeclassopedia by Brent Yorgey
• 📝 Articles
  • 🇺🇸 Three Layer Haskell Cake by Matt Parsons
  • 🇺🇸 Invert Your Mocks! by Matt Parsons
• 📖 Books
  • 🇺🇸 Software Foundations. Volume 1: Logical Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 2: Programming Language Foundations by Benjamin C. Pierce
  • 🇺🇸 Software Foundations. Volume 3: Verified Functional Algorithms by Andrew W. Appel
• 📄 Papers
  • 🇺🇸 Typed Tagless Final Interpreters by Oleg Kiselov
  • 🇺🇸 Lightweight Monadic Regions by Oleg Kiselyov, Chung-chieh Shan
  • 🇺🇸 Verifying Event-Driven Programs using Ramified Frame Properties by Neel Krishnaswami, Lars Birkedal, Jonathan Aldrich

Inversion of Control

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 How Does Inversion of Control Really Work? by Yegor Bugayenko

Memory Management and Garbage Collection

Statistics

Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 JVM Anatomy Park #2: Transparent Huge Pages by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #3: GC Design and Pauses by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #4: TLAB Allocation by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #5: TLABs and Heap Parsebility by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #6: New Object Stages by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #7: Object Initialization Costs by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #8: Local Variable Reachability by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #9: JNI Critical and GC Locker by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #10: String.intern() by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #11: Moving GC and Locality by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #13: Integrational Barriers by Aleksey Shipilev
  • 🇺🇸 Zero Garbage Collector for .NET Core by Konrad Kokosa
  • 🇺🇸 Zero Garbage Collector for .NET Core 2.1 and ASP.NET Core 2.1 by Konrad Kokosa
  • 🇺🇸 Allocation is cheap... until it is not by Konrad Kokosa
  • 🇺🇸 Making .NET code less allocatey – Allocations and the Garbage Collector by Maarten Balliauw

Compilers and Interpreters

Statistics

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Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

Compilers

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Resource type	Progress
Articles
Books
Courses
Papers
Slides
Videos
Total

Resources

• 📝 Articles
  • 🇺🇸 JVM Anatomy Park #1: Lock Coarsening and Loops by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #8: Local Variable Reachability by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #14: Constant Variables by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #15: Just-In-Time Constants by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #16: Megamorphic Virtual Calls by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #17: Trust Non-Static Final Fields by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #18: Scalar Replacement by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #19: Lock Elision by Aleksey Shipilev
  • 🇺🇸 JVM Anatomy Park #20: FPU Spills by Aleksey Shipilev

Databases

Statistics

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Articles
Books
Courses
Papers
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Total

Resources

• 📝 Articles
  • 🇺🇸 ORM is an Offensive Anti-Pattern by Yegor Bugayenko

Concurrency and Parallelism

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  • 🇺🇸 Concurrent Programming in .NET Core by Damir Arh
• 📄 Papers
  • 🇺🇸 Iris: Monoids and Invariants as an Orthogonal Basis for Concurrent Programming by Ralf Jung, David Swasey, Filip Sieczkowski, Kasper Svendsen, Aaron Turon, Lars Birkedal, Derek Dreyer
• 🎥 Videos
  • 🇺🇸 Substructural Type Systems and Concurrent Programming 1 by Frank Pfenning

Multithreading

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  • 🇺🇸 JVM Anatomy Park #1: Lock Coarsening and Loops by Aleksey Shipilev
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  • 🇷🇺 Параллельные и распределённые вычисления by School of Data Analysis

Distributed Systems

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Testing

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  • 🇺🇸 Single Statement Unit Tests by Yegor Bugayenko
  • 🇺🇸 Invert Your Mocks! by Matt Parsons

Data Science

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Distributed Systems

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Machine Learning

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  • 🇷🇺 Машинное обучение by School of Data Analysis

Digital Marketing

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  • 🇺🇸 Metrics in Digital Marketing (wiki) by Svend A. Sylling

See also

• Teach Yourself Programming in Ten Years
• Teach Yourself Computer Science
• Become a Programmer, Motherfucker
• Project Based Learning
• Open Source Society University
• Free Programming Books
• Google Interview University
• Machine Learning for Software Engineers
• Awesome Compilers
• What happens when...