Über diesen Kurs
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Ca. 19 Stunden zum Abschließen

Empfohlen: 6 weeks of study, 3-5 hours/week...

Englisch

Untertitel: Englisch

100 % online

Beginnen Sie sofort und lernen Sie in Ihrem eigenen Tempo.

Flexible Fristen

Setzen Sie Fristen gemäß Ihrem Zeitplan zurück.

Ca. 19 Stunden zum Abschließen

Empfohlen: 6 weeks of study, 3-5 hours/week...

Englisch

Untertitel: Englisch

Lehrplan - Was Sie in diesem Kurs lernen werden

Woche
1
6 Stunden zum Abschließen

Introduction and Warm up

Welcome to our capstone project! In the last four courses in this specialization you've learned many core data structures and algorithms, and applied them to three different real-world projects. In this capstone project you'll be doing a project very much like the projects from these other courses, only it will be almost entirely directed by you! In this first week you'll get warmed up by playing around with the data that will form the backbone of this project: social network data. Then you'll get back into writing code by implementing a couple of graph algorithms to answer questions about this data.

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8 Videos (Gesamt 43 min), 4 Lektüren, 2 Quiz
8 Videos
Capstone Project Exemplar10m
Project overview and timeline2m
Introduction to (some) social network data7m
Representing social network data as a graph2m
Warm up algorithm 1: Extracting egonets3m
Warm up algorithm 2: Strongly Connected Components5m
Warm up algorithm 2: Strongly connected components, part 210m
4 Lektüren
By the end of this capstone, you will be able to ...10m
Specialization Completion Rewards10m
Capstone Project Overview10m
Capstone Warmup Assignment: Where to get help10m
1 praktische Übung
Warm-up Feedback4m
Woche
2
3 Stunden zum Abschließen

Project Definition and Scope

Now that you're warmed up, it's time to get started planning for the bulk of your capstone project. This week you will identify several questions you'd like to answer about the social network data. For each of these questions, you'll research and evaluate data structures and algorithms that would be useful in implementing a solution. Defining the scope of your project and anticipating bottlenecks and tricky spots is tough but extremely valuable. You'll use asymptotic analysis to guide and refine your design.

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6 Videos (Gesamt 50 min), 2 Lektüren, 2 Quiz
6 Videos
Project idea: information flow in a social network12m
Project idea: broadcasting to a Twitter network, part 16m
Project idea: broadcasting to a Twitter network, part 26m
Project idea: detecting communities11m
Analyzing algorithms before implementing11m
2 Lektüren
Preparing to watch the "Project ideas" videos10m
Example Report: Scope and Problem Definition10m
1 praktische Übung
End of Week Feedback5m
Woche
3
3 Stunden zum Abschließen

Capstone Implementation: Mini-project

Now that you've identified the two problems you want to solve, this week you'll work to solve the easier of the two. This week you are predominately on your own to work independently. To solve the problem, you'll likely create small datasets for testing, research existing solutions to related problems, implement a solution, test your solution, and analyze the algorithmic runtime of the solution. You can optionally write-up a report of your work for peer-review feedback.

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2 Videos (Gesamt 12 min), 1 Lektüre, 2 Quiz
2 Videos
Overview of report9m
1 Lektüre
Sample Project Reports20m
1 praktische Übung
End of Week Feedback5m
Woche
4
2 Stunden zum Abschließen

Capstone Implementation: Full project checkpoint

This week, you will work on your own on the larger problem you aim to solve. You'll have two weeks (this and the next) to solve the larger problem and submit a report for peer feedback. For this week, you should aim to create small test datasets, research exist solutions, and analyze the runtime of your potential solutions. You should also research datasets which might be particularly interesting for your problem.

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1 Video (Gesamt 3 min), 1 Lektüre, 1 Quiz
1 Video
1 Lektüre
Content Links to Prevous Courses20m
4.7
19 BewertungenChevron Right

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nahm einen neuen Beruf nach Abschluss dieser Kurse auf

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ziehen Sie für Ihren Beruf greifbaren Nutzen aus diesem Kurs

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erhalten Sie eine Gehaltserhöhung oder Beförderung

Top reviews from Capstone: Analyzing (Social) Network Data

von SPJun 16th 2016

I think this is a great specialization to learn more about Java programming and associated technologies such as the Eclipse IDE and Unit Testing.

von YLJul 5th 2017

Cannot express how grateful i am to this course series. Will recommend to anyone who has needs!

Dozenten

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Christine Alvarado

Associate Teaching Professor
Computer Science and Engineering
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Mia Minnes

Assistant Teaching Professor
Computer Science and Engineering
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Leo Porter

Assistant Teaching Professor
Computer Science and Engineering

Über University of California San Diego

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory....

Über die Spezialisierung Object Oriented Java Programming: Data Structures and Beyond

This Specialization covers intermediate topics in software development. You’ll learn object-oriented programming principles that will allow you to use Java to its full potential, and you’ll implement data structures and algorithms for organizing large amounts of data in a way that is both efficient and easy to work with. You’ll also practice critically evaluating your own code, and you’ll build technical communication skills that will help you prepare for job interviews and collaborative work as a software engineer. In the final Capstone Project, you’ll apply your skills to analyze data collected from a real-world (social) network. Google has contributed real-world projects and the involvement of its engineers as guest lecturers to these courses. A small, select group of top learners who complete the Specialization will be offered practice interviews with Google recruiters. Invitation to a practice interview does not guarantee an actual interview or employment....
Object Oriented Java Programming: Data Structures and Beyond

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