Ever wonder how Netflix decides what movies to recommend for you? Or how Amazon recommends books? We can get a feel for how it works by building a simplified recommender of our own!
このコースはJava Programming and Software Engineering Fundamentals の専門講座に属します。
Java Programming: Build a Recommendation System
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このコースについて
11,355 最近の表示
受講生の就業成果
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コース終了後に新しいキャリアをスタートした
33%
コースが具体的なキャリアアップにつながった
習得するスキル
Data StructureInterfacesSoftware DesignJava Programming
受講生の就業成果
40%
コース終了後に新しいキャリアをスタートした
33%
コースが具体的なキャリアアップにつながった
共有できる証明書
修了時に証明書を取得
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中級レベル
約8時間で修了
推奨：4 weeks of study, 3-6 hours/week
英語
字幕：英語
提供：
デューク大学（Duke University）
Duke University has about 13,000 undergraduate and graduate students and a world-class faculty helping to expand the frontiers of knowledge. The university has a strong commitment to applying knowledge in service to society, both near its North Carolina campus and around the world.
シラバス - 本コースの学習内容
1時間で修了
Introducing the Recommender
You will start out the capstone project by taking a look at the features of a recommender engine. Then you will choose how to read in and organize user, ratings, and movie data in your program. The programming exercise will provide a check on your progress before moving on to the next step.
1時間で修了
2件のビデオ （合計13分）, 2 readings, 1 quiz
2件の学習用教材
Module Description / Resources10 分
Programming Exercise: Step One10 分
1の練習問題
Step One20 分
1時間で修了
Simple Recommendations
Your second step in building a recommender will focus on making simple recommendations based on the average ratings that a movie receives. You'll also make sure that each recommended movie has a least a minimal number of user ratings before including it in your recommendations. Throughout this step you are encouraged you use your knowledge of the seven step process to design useful algorithms and successful programs to solve the challenges you will face.
1時間で修了
1件のビデオ （合計3分）, 2 readings, 1 quiz
1件のビデオ
2件の学習用教材
Module Description10 分
Programming Exercise: Step Two10 分
1の練習問題
Step Two20 分
1時間で修了
Interfaces, Filters, Database
In your third step, you will be encouraged to use interfaces to rewrite your existing code, making it more flexible and more efficient. You will also add filters to select a desired subset of movies that you want to recommend, such as 'all movies under two hours long' or 'all movies made in 2012'. You'll also make your recommendation engine more efficient as you practice software design principles such as refactoring.
1時間で修了
1件のビデオ （合計8分）, 2 readings, 1 quiz
1件のビデオ
2件の学習用教材
Module Description10 分
Programming Exercise: Step Three10 分
1の練習問題
Step Three20 分
3時間で修了
Weighted Averages
In your fourth step, you will complete your recommendation engine by finding users in the database that have similar ratings and weighting their input to provide a more personal recommendation for the users of your program. Once you complete this step, you could request ratings of movies from those you know, run your program, and give them recommendations tailored to their own interests and tastes!
3時間で修了
1件のビデオ （合計14分）, 2 readings, 2 quizzes
1件のビデオ
2件の学習用教材
Module Description10 分
Programming Exercise: Step Four10 分
1の練習問題
Step Four22 分
1分で修了
Farewell
Congratulations on completing your recommender programming project! As we conclude this capstone course, our instructors have a few parting words as you embark in future learning and work in computer science!
1分で修了
1件のビデオ （合計1分）
1件のビデオ
レビュー
4.7
JAVA PROGRAMMING: BUILD A RECOMMENDATION SYSTEM からの人気レビュー
SJによりOct 20, 2019
Wonderful course learned a lot by making a recommendation system...but some assignments are bit hard to understand what they want from you but everything else is fine. Everyone must take this course
GWによりFeb 18, 2016
I really like this approach to a final project. I learned a lot outside of the course by using a different, full-featured IDE and writing unit tests for my code. Pretty challenging!
MAによりOct 16, 2019
THe courses really tested my overall knowledge of other courses that I have done in past 3 months. REally great learning. Thank you.
CTによりSep 16, 2018
Challenging, but I feel that I learned a lot about programming. I'm looking forward to the UCSD intermediate programming course.
AGによりNov 16, 2016
This Caption project will help you to apply and have better understanding of the 5 courses in this specialization.
MKによりAug 27, 2019
This is so nice project to understand all of the fundamentals of Java Programming. So rewarding. Thank you.
MDによりJan 27, 2017
I like the exercises a lot and I suspect is a great thing that I leave the course with a lot of questions.
RPによりJun 6, 2016
Great project! Challenged me a lot and pushed my limits. Got me thinking. I had fun too! Love you Duke!
Java Programming and Software Engineering Fundamentals専門講座について
Take your first step towards a career in software development with this introduction to Java—one of the most in-demand programming languages and the foundation of the Android operating system. Designed for beginners, this Specialization will teach you core programming concepts and equip you to write programs to solve complex problems. In addition, you will gain the foundational skills a software engineer needs to solve real-world problems, from designing algorithms to testing and debugging your programs.
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