課程信息
4.8
5,573 個評分
1,132 個審閱
專項課程

第 1 門課程(共 5 門),位於

100% online

100% online

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

At least one year of programming (in any language)

完成時間(小時)

完成時間大約為23 小時

建議:5 hours / week...
可選語言

英語(English)

字幕:英語(English), 韓語, 塞爾維亞語, 法語(French)...

您將學到的內容有

  • Check

    Understand the principles of functional programming

  • Check

    Write purely functional programs, using recursion, pattern matching, and higher-order functions

  • Check

    Design immutable data structures

  • Check

    Combine functional programming with objects and classes

您將獲得的技能

RecursionScala ProgrammingArray ProgrammingFunctional Programming
專項課程

第 1 門課程(共 5 門),位於

100% online

100% online

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

At least one year of programming (in any language)

完成時間(小時)

完成時間大約為23 小時

建議:5 hours / week...
可選語言

英語(English)

字幕:英語(English), 韓語, 塞爾維亞語, 法語(French)...

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 13 小時

Getting Started + Functions & Evaluation

Get up and running with Scala on your computer. Complete an example assignment to familiarize yourself with our unique way of submitting assignments. In this week, we'll learn the difference between functional imperative programming. We step through the basics of Scala; covering expressions, evaluation, conditionals, functions, and recursion...
Reading
11 個視頻(共 139 分鐘), 8 個閱讀材料, 4 個測驗
Video11 個視頻
Tools Setup for Linux22分鐘
Tools Setup for Mac OS X21分鐘
Tools Setup for Windows18分鐘
Lecture 1.1 - Programming Paradigms14分鐘
Lecture 1.2 - Elements of Programming14分鐘
Lecture 1.3 - Evaluation Strategies and Termination4分鐘
Lecture 1.4 - Conditionals and Value Definitions8分鐘
Lecture 1.5 - Example: square roots with Newton's method11分鐘
Lecture 1.6 - Blocks and Lexical Scope8分鐘
Lecture 1.7 - Tail Recursion12分鐘
Reading8 個閱讀材料
Tools Setup (Please read)10分鐘
Cheat Sheet10分鐘
IntelliJ IDEA Tutorial10分鐘
Eclipse Tutorial10分鐘
SBT tutorial and Submission of Assignments (Please read)10分鐘
Learning Resources10分鐘
Scala Tutorial10分鐘
Scala Style Guide10分鐘
Quiz1 個練習
Learning check-in2分鐘
2
完成時間(小時)
完成時間為 7 小時

Higher Order Functions

This week, we'll learn about functions as first-class values, and higher order functions. We'll also learn about Scala's syntax and how it's formally defined. Finally, we'll learn about methods, classes, and data abstraction through the design of a data structure for rational numbers....
Reading
7 個視頻(共 84 分鐘), 2 個測驗
Video7 個視頻
Lecture 2.2 - Currying14分鐘
Lecture 2.3 - Example: Finding Fixed Points10分鐘
Lecture 2.4 - Scala Syntax Summary4分鐘
Lecture 2.5 - Functions and Data11分鐘
Lecture 2.6 - More Fun With Rationals15分鐘
Lecture 2.7 - Evaluation and Operators16分鐘
3
完成時間(小時)
完成時間為 7 小時

Data and Abstraction

This week, we'll cover traits, and we'll learn how to organize classes into hierarchies. We'll cover the hierarchy of standard Scala types, and see how to organize classes and traits into packages. Finally, we'll touch upon the different sorts of polymorphism in Scala....
Reading
3 個視頻(共 66 分鐘), 2 個測驗
Video3 個視頻
Lecture 3.2 - How Classes Are Organized20分鐘
Lecture 3.3 - Polymorphism21分鐘
4
完成時間(小時)
完成時間為 8 小時

Types and Pattern Matching

This week we'll learn about the relationship between functions and objects in Scala; functions *are* objects! We'll zoom in on Scala's type system, covering subtyping and generics, and moving on to more advanced aspects of Scala's type system like variance. Finally, we'll cover Scala's most widely used data structure, Lists, and one of Scala's most powerful tools, pattern matching....
Reading
7 個視頻(共 117 分鐘), 2 個測驗
Video7 個視頻
Lecture 4.2 - Functions as Objects8分鐘
Lecture 4.3 - Subtyping and Generics15分鐘
Lecture 4.4 - Variance (Optional)21分鐘
Lecture 4.5 - Decomposition16分鐘
Lecture 4.6 - Pattern Matching19分鐘
Lecture 4.7 - Lists16分鐘
4.8
職業方向

27%

完成這些課程後已開始新的職業生涯
工作福利

83%

通過此課程獲得實實在在的工作福利
職業晉升

11%

加薪或升職

熱門審閱

創建者 RSOct 9th 2016

Really good explanation by the instructor. Good assignments. The assignments gave a good insights into functional programming. I loved the way the problems were decomposed into neat smaller functions.

創建者 VPSep 14th 2018

It took me much longer than expected to finish the course and sometimes it made me feel stupid and helpless. Diving into functional programming was a mind bending experience, totally worth time spent!

講師

Avatar

Martin Odersky

Professor
Computer Science

關於 École Polytechnique Fédérale de Lausanne

關於 Functional Programming in Scala 專項課程

Discover how to write elegant code that works the first time it is run. This Specialization provides a hands-on introduction to functional programming using the widespread programming language, Scala. It begins from the basic building blocks of the functional paradigm, first showing how to use these blocks to solve small problems, before building up to combining these concepts to architect larger functional programs. You'll see how the functional paradigm facilitates parallel and distributed programming, and through a series of hands on examples and programming assignments, you'll learn how to analyze data sets small to large; from parallel programming on multicore architectures, to distributed programming on a cluster using Apache Spark. A final capstone project will allow you to apply the skills you learned by building a large data-intensive application using real-world data....
Functional Programming in Scala

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