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自分のスケジュールですぐに学習を始めてください。

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初級レベル

約24時間で修了

推奨:4 weeks of study, 3-4 hours per week ...

英語

字幕:英語

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Julia (Programming Language)Computer ProgrammingIpythonData Visualization (DataViz)

100%オンライン

自分のスケジュールですぐに学習を始めてください。

柔軟性のある期限

スケジュールに従って期限をリセットします。

初級レベル

約24時間で修了

推奨:4 weeks of study, 3-4 hours per week ...

英語

字幕:英語

シラバス - 本コースの学習内容

1
5時間で修了

Welcome to the course

A warm welcome to Julia Scientific Programming. Over the next four weeks, we will provide you with an introduction to what Julia can offer. This will allow you to learn the basics of the language, and stimulate your imagination about how you can use Julia in your own context. This is all about you exploring Julia - we can only demonstrate some of the capacity and encourage you to take the first steps. For those of you with a programming background, the course is intended to offer a jumpstart into using this language. If you are a novice or beginner programmer, you should follow along the simple coding but recognising that working through the material will not be sufficient to make you a proficient programmer in four weeks. You could see this as the ‘first date’ at the beginning of a long and beautiful new relationship. There is so much you will need to learn and discover. Good luck and we hope you enjoy the course! Best wishes, Henri and Juan

...
14件のビデオ (合計138分), 4 readings, 7 quizzes
14件のビデオ
Julia version 1.048
Programming languages and why Julia is special6 分
Getting Ready: JuliaBox15 分
The Julia REPL - Read, Evaluate and Print Loop9 分
Arithmetical expressions10 分
Logical expressions12 分
Julia's Type System17 分
Variables in Julia16 分
Functions in Julia17 分
User-defined functions - part 19 分
User-defined functions - part 26 分
Week 1: Getting Practice3 分
Installing Juno using Julia 1.09 分
4件の学習用教材
How this course works10 分
What to expect from Week 110 分
Using Jupyter Notebooks10 分
Approach to assessment in course10 分
7の練習問題
Is this course right for me?10 分
JuliaBox and the Julia REPL14 分
Arithmetical and logical expressions in Julia14 分
Types and Arrays in Julia12 分
Julia functions12 分
Week 1 - Graded Quiz20 分
What makes Julia special?6 分
2
4時間で修了

A context for exploring Julia: Working with data

In our case study we use Julia to store, plot, select and slice data from the Ebola epidemic. Taking real data, we explain how to work in Julia using arrays, and for loops to work with the structures. By the end of this module, you will be able to: create an array from data; learn to use the logical structures IF and FOR ; conduct basic array slicing, getting the incidence data and generating total number of cases; use Plots to generate graphs and plot data; and combine the Ebola data outputs to show a plot of disease incidence in several countries.

...
9件のビデオ (合計74分), 1 reading, 4 quizzes
9件のビデオ
The Ebola Epidemic of 20148 分
Loading data using Julia8 分
Creating .csv from data tables4 分
For Loops and Date-Time Formats18 分
Simple plots with the Plots package9 分
Multiple curves in a single diagram13 分
Week 2: Getting Practice2 分
How to do a Peer Graded Assignment8 分
1件の学習用教材
What to expect from Week 210 分
3の練習問題
Data and Loops in Julia12 分
Plots in Julia14 分
Week 2 - Graded Quiz20 分
3
4時間で修了

Notebooks as Julia Programs

in this week, we demonstrate how it is possible to use Julia in the notebook environment to interpret a model and its fit to the data from the Ebola outbreak. For this, we apply the well-known SIR compartmental model in epidemiology. The SIR model labels three compartments, namely S = number susceptible, I =number infectious, and R =number recovered. By the end of this module, you will be able to: understand the SIR models; describe the basic parameters of an SIR model; plot the model-predicted curve and the data on the same diagram; adjust the parameters of the model so the model-predicted curve is close (or rather as close as you can make it) to the data.

...
9件のビデオ (合計76分), 1 reading, 3 quizzes
9件のビデオ
SIR Models of Disease Dynamics9 分
The SIR model in Julia code18 分
More on SIR Models13 分
Plotting Data and an Approximately Fitted Line Simultaneously9 分
Using the Data - fitting the model parameters11 分
Week 3: Getting practice1 分
Practicing fitting a circle to data11 分
Week 3: Wrap Up42
1件の学習用教材
What to expect from Week 310 分
2の練習問題
Making simple models4 分
Models6 分
4
4時間で修了

Structuring data and functions in Julia

As a scientific computing language, Julia has many applications and is particularly well suited to the task of working with data. In this last module, we will use descriptive statistics as our topic to explore the power of Julia. You should see this week as offering you a chance to further explore concepts introduced in week one and two. You will also be introduced to more efficient ways of managing and visualizing your data. We have also included additional, honors material for those who want to explore further with Julia around functions and collections. By the end of this module, you will be able to: 1. Practice basic functions in Julia 2.Creating random variables from data point values 3. Build your own Dataframes 4. Create a variety of data visualisations 5. Conduct statistical tests 6. learn how to export your data.

...
9件のビデオ (合計62分), 4 readings, 4 quizzes
9件のビデオ
Installing packages for this lesson4 分
Creating simulated data7 分
Descriptive statistics4 分
Creating a dataframe7 分
Descriptive statistics9 分
Visualizing data10 分
Inferential statistics11 分
Exporting data as a csv file2 分
4件の学習用教材
What to expect from Week 410 分
Packages - Local installation of Julia vs. juliabox.com10 分
Week 4: Wrap-up10 分
Honors material10 分
3の練習問題
Week 4 - Graded Quiz10 分
Collections10 分
Functions10 分
4.5
56件のレビューChevron Right

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コースが具体的なキャリアアップにつながった

Julia Scientific Programming からの人気レビュー

by SPJan 27th 2018

Excellent, engaging teaching that makes me want to use Julia language (and Jupyter notebooks) all the time. As the language evolves, you need to adjust to newer Julia versions - just a part of fun.

by NPAug 6th 2017

It was very exciting. I widen further, my computing horizons\n\nHope, that the university will launch in the near future, a more advanced course of "Julia Scientific Programming"

講師

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Juan H Klopper

Dr
Department of Surgery
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Henri Laurie

Dr
Department of Mathematics and Applied Mathematics

ケープタウン大学(University of Cape Town)について

The University of Cape Town is the oldest university in South Africa and is one of the leading research universities on the African continent. UCT has over 25 000 students, of whom 30% are postgraduate students. We offer degrees in six faculties: Commerce, Engineering & the Built Environment, Health Sciences, Humanities, Law, and Science. We pride ourself on our diverse student body, which reflects the many cultures and backgrounds of the region. We welcome international students and are currently home to thousands of international students from over 100 countries. UCT has a tradition of academic excellence that is respected world-wide and is privileged to have more than 30 A-rated researchers on our staff, all of whom are recognised as world leaders in their field. Our aim is to ensure that our research contributes to the public good through sharing knowledge for the benefit of society. Past students include five Nobel Laureates – Max Theiler, Alan Cormack, Sir Aaron Klug, Ralph Bunche and, most recently, J M Coetzee....

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