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學生對 IBM 提供的 Fundamentals of Scalable Data Science 的評價和反饋

4.3
1,548 個評分
329 條評論

課程概述

Apache Spark is the de-facto standard for large scale data processing. This is the first course of a series of courses towards the IBM Advanced Data Science Specialization. We strongly believe that is is crucial for success to start learning a scalable data science platform since memory and CPU constraints are to most limiting factors when it comes to building advanced machine learning models. In this course we teach you the fundamentals of Apache Spark using python and pyspark. We'll introduce Apache Spark in the first two weeks and learn how to apply it to compute basic exploratory and data pre-processing tasks in the last two weeks. Through this exercise you'll also be introduced to the most fundamental statistical measures and data visualization technologies. This gives you enough knowledge to take over the role of a data engineer in any modern environment. But it gives you also the basis for advancing your career towards data science. Please have a look at the full specialization curriculum: https://www.coursera.org/specializations/advanced-data-science-ibm If you choose to take this course and earn the Coursera course certificate, you will also earn an IBM digital badge. To find out more about IBM digital badges follow the link ibm.biz/badging. After completing this course, you will be able to: • Describe how basic statistical measures, are used to reveal patterns within the data • Recognize data characteristics, patterns, trends, deviations or inconsistencies, and potential outliers. • Identify useful techniques for working with big data such as dimension reduction and feature selection methods • Use advanced tools and charting libraries to: o improve efficiency of analysis of big-data with partitioning and parallel analysis o Visualize the data in an number of 2D and 3D formats (Box Plot, Run Chart, Scatter Plot, Pareto Chart, and Multidimensional Scaling) For successful completion of the course, the following prerequisites are recommended: • Basic programming skills in python • Basic math • Basic SQL (you can get it easily from https://www.coursera.org/learn/sql-data-science if needed) In order to complete this course, the following technologies will be used: (These technologies are introduced in the course as necessary so no previous knowledge is required.) • Jupyter notebooks (brought to you by IBM Watson Studio for free) • ApacheSpark (brought to you by IBM Watson Studio for free) • Python We've been reported that some of the material in this course is too advanced. So in case you feel the same, please have a look at the following materials first before starting this course, we've been reported that this really helps. Of course, you can give this course a try first and then in case you need, take the following courses / materials. It's free... https://cognitiveclass.ai/learn/spark https://dataplatform.cloud.ibm.com/analytics/notebooks/v2/f8982db1-5e55-46d6-a272-fd11b670be38/view?access_token=533a1925cd1c4c362aabe7b3336b3eae2a99e0dc923ec0775d891c31c5bbbc68 This course takes four weeks, 4-6h per week...

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GA

May 06, 2020

Its a great experience especially with this course. I appreciate Romeo the way he designed the assignments. It brings out the clear understanding.

HS

Sep 10, 2017

A perfect course to pace off with exploration towards sensor-data analytics using Apache Spark and python libraries.\n\nKudos man.

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76 - Fundamentals of Scalable Data Science 的 100 個評論(共 329 個)

創建者 Youdinghuan C

Jun 12, 2020

Concise course. Has its challenging aspects, but overall was clear. The best part is the programming assignment and tutorials: great hands-on introduction to IBM Watson Studio with manageable examples.

創建者 Edi W

Feb 17, 2020

Nicely arranged course. However, both assignment on week 4 should be rechecked to make sure that it could run as exercise to student. Also, please make sure that the video is up to date and less error.

創建者 Xilong W

Apr 11, 2017

Very useful courses to take if you are beginner of data science. The course was not detailed enough sometime. But you will surely get a global view of IOT data analysis after this courses.

創建者 Adamya

Jan 07, 2020

A very nice introduction to Apache Spark and it's environment. As a bonus, it's also a very nice refresher to your basic statistics!!! Great course!

創建者 G' K

May 06, 2020

Its a great experience especially with this course. I appreciate Romeo the way he designed the assignments. It brings out the clear understanding.

創建者 Tee H L

Dec 16, 2019

I really like this learning method from IBM especially the instant quiz just to make sure I understand the important points.

創建者 Preyash G

Apr 20, 2020

This is one of the best course I came across so far, please keep on updating and adding such courses, Thank You

創建者 Sabestin K N

Jul 14, 2020

Thank you so much for giving good exposure. for a basic starting machine learning career for student.

創建者 SHAHAPURKAR S M

Apr 29, 2020

Excellent teaching by the instructor and user friendly well designed assignment platforms and quizzes

創建者 NAWAS N A

Jun 19, 2020

The course was well crafted enabling one to apply knowledge acquired in easy way in the assessments.

創建者 Edoardo B

Jun 29, 2018

A wonderful course enjoyable and useful for my professional objective. Very thanks to the teacher

創建者 Elena F

Apr 28, 2020

Nice and well-structured introduction to Spark; clear, accessible and useful quizzes / exercices

創建者 Dhinson G D

Oct 01, 2019

I love the course content. Simple but very informative and provides good practical exercises.

創建者 Akula B R

Jul 03, 2020

THE COURSE CONTENT WAS HELPUL FOR STARTING WITH APACHE SPARK AND PYTHON USING APACHE SPARK.

創建者 Kuhaneswaran G

May 29, 2020

Good guidance and a great start up for beginners as well a beneficial during this Covid-19

創建者 Bruno D d S

Apr 21, 2020

Professor muito bem qualificado e super atencioso em suas explicações.

Curso sensacional!

創建者 Pathirage S D P

Jul 03, 2020

Great Course content.

It would be great if you can elaborate more on coding with pyspark

創建者 Sven

Oct 05, 2018

Very good data science specialization covering many interesting advanced technologies!

創建者 Anh-Quang N

May 18, 2020

A great beginning course to learn about pyspark and the fundamentals of data science

創建者 kagiso M

Jul 31, 2020

Great course, just challenging enough but not too much. The instructor is awesome.

創建者 Pedro R A

Mar 11, 2020

Very good introduction to SQL and Apache Spark (and of course parallel computing).

創建者 juan c a t

Jun 17, 2020

excelente curso, los ejemplos y ejercicios hacen que sea muy fácil aprender spark

創建者 Roozbeh G

Jun 20, 2019

Well-taught course in an extremely important and sought-after data science field.

創建者 James B

Feb 28, 2020

Really liked this course. I found it to be very challenging and lots of fun too!

創建者 Azeezur R

Oct 17, 2018

Excellent Course with very interesting assignment and informative video course