Chevron Left
返回到 Data-driven Astronomy

學生對 悉尼大学 提供的 Data-driven Astronomy 的評價和反饋

4.8
804 個評分
246 條評論

課程概述

Science is undergoing a data explosion, and astronomy is leading the way. Modern telescopes produce terabytes of data per observation, and the simulations required to model our observable Universe push supercomputers to their limits. To analyse this data scientists need to be able to think computationally to solve problems. In this course you will investigate the challenges of working with large datasets: how to implement algorithms that work; how to use databases to manage your data; and how to learn from your data with machine learning tools. The focus is on practical skills - all the activities will be done in Python 3, a modern programming language used throughout astronomy. Regardless of whether you’re already a scientist, studying to become one, or just interested in how modern astronomy works ‘under the bonnet’, this course will help you explore astronomy: from planets, to pulsars to black holes. Course outline: Week 1: Thinking about data - Principles of computational thinking - Discovering pulsars in radio images Week 2: Big data makes things slow - How to work out the time complexity of algorithms - Exploring the black holes at the centres of massive galaxies Week 3: Querying data using SQL - How to use databases to analyse your data - Investigating exoplanets in other solar systems Week 4: Managing your data - How to set up databases to manage your data - Exploring the lifecycle of stars in our Galaxy Week 5: Learning from data: regression - Using machine learning tools to investigate your data - Calculating the redshifts of distant galaxies Week 6: Learning from data: classification - Using machine learning tools to classify your data - Investigating different types of galaxies Each week will also have an interview with a data-driven astronomy expert. Note that some knowledge of Python is assumed, including variables, control structures, data structures, functions, and working with files....

熱門審閱

MC

Feb 29, 2020

Its been amazing to learn about the celestial objects, stars, galaxies. The lectures and quizzes spurred in me to explore new material online. Great hands on exercises in python and machine learning

TS

Dec 15, 2019

This is a great course for anyone wanting to do data science with astronomical datasets. The lectures are clear and interesting and the activities are well structured. I really enjoyed this course!

篩選依據:

101 - Data-driven Astronomy 的 125 個評論(共 243 個)

創建者 Nohely C

Jun 01, 2020

Es un increíble curso! Bien organizado y con excelentes profesores. La herramienta externa es genial, con ella pude aprender a usar Python! Gracias por tanto.

創建者 Josh C

Jan 03, 2019

This class is incredible and inspirational. I learned so many highly applicable skills and I am very glad to have taken this class in its entirety. Thank you!

創建者 Syed K H

Feb 26, 2018

One of the interesting course and topic of coursera. Very informative, even you are not from this field, you will get lots of knowledge of this Astronomy.

創建者 Miguel A

Apr 21, 2020

Fue un excelente curso , me ayuda mucho para poder intentar el procesado de unos catalogos de galaxias en especial la parte del machine learning aplicado

創建者 Xiaoping L

Mar 12, 2018

It's awesome! the combination of lecture and coding-tast is a very brilliant mode. This is my first course I have ever finished in Coursera! Thanks!

創建者 karthik s

Jul 22, 2020

I really loved the content from this course. The information that was given in the course was at least from decades of research and its conclusions.

創建者 Erin D

Sep 30, 2018

Excellent. Teaching is thorough and concise, the quizzes and external coding problems are challenging enough but not overwhelming. A great course.

創建者 Pierre B

Apr 20, 2018

Great course to get an overview of the type of problems that astronomy faces and how to use data and machine learning techniques to solve them.

創建者 Bojan D

Jul 28, 2020

This is an excellent course. I would strongly recommend it to everyone who is interested in astronomy, machine learning, or computer science.

創建者 Michael W

Mar 08, 2019

This is a very well organized, interesting, and, quite frankly, fun class. I especially liked being able to do hands-on exercises in Python.

創建者 Pedro d S Q

May 30, 2020

I liked the way the lectures were presented, and each assignment help me in getting a better grasp on the subject we were learning about.

創建者 Abhinuv N P

Apr 24, 2017

Excellent course for astronomy enthusiasts with really useful and informative Python Assignments. One of the best MOOCs I have attended.

創建者 Danilo S O

Jun 09, 2020

Such an amazing course, one really learns so much, good methodology. All the assignments were very useful and instructors explain well.

創建者 Pamela S P

Jun 07, 2020

Curso con hartos contenidos interesantes y explicados de una manera simple y entendible. Me encantó el formato de programación que usa.

創建者 francisco

May 11, 2019

An exciting course towards data science is involved in other topics as Astronomy, and a glimpse on the techniques that are being use.

創建者 Tony G

Aug 23, 2019

Excellent course. One of the best I've taken. Love that real data sets were used to illustrate the concepts. Highly recommended.

創建者 Pier-Francesco R

Jun 17, 2019

It's a good start point if we want to understand actual astronomy and the analysis of new big surveys like SDSS or the next LSST

創建者 Marco P

Dec 18, 2019

Great course and a great opportunity to learn about data analysis, classification of galaxies and astronomy. Very inspiring.

創建者 Abhijeet B

Apr 23, 2020

Excellent course designed to provide a good introduction to data analysis in astronomy with plenty of hands on excercises.

創建者 Timothy J N

Apr 16, 2020

This course really gave me an understanding of the methods of modern astronomy as well as the basics of working with data.

創建者 Dhruv P

Dec 02, 2019

For the first time, I've learnt the application of programming languages in the field of Astronomy. A course worth taking.

創建者 Jeremy J

Jul 25, 2020

Clearly presented overview of necessary techniques in data wrangling with real world, astronomy sourced, coding examples.

創建者 fouchereau r

Jan 15, 2020

Was a pleasure to take this course, It is well balanced between astronomical information and Machine Leargning concepts.

創建者 Aayush

Jul 01, 2017

A great course that helps one understand the basics of data analysis and how they are used in observational astronomy.

創建者 Carlos N

Apr 19, 2018

It's been a very interesting and enriching point of view of astronomy. I loved the way computing can help astronomy.