課程信息
4.5
1,042 個評分
106 個審閱
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100% 在線

立即開始,按照自己的計劃學習。
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可靈活調整截止日期

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初級

初級

完成時間(小時)

完成時間大約為6 小時

建議:3 weeks of study, 2 - 3 hours/week...
可選語言

英語(English)

字幕:英語(English)
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
初級

初級

完成時間(小時)

完成時間大約為6 小時

建議:3 weeks of study, 2 - 3 hours/week...
可選語言

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 3 小時

From Problem to Approach and From Requirements to Collection

In this module, you will learn about why we are interested in data science, what a methodology is, and why data scientists need a methodology. You will also learn about the data science methodology and its flowchart.You will learn about the first two stages of the data science methodology, namely Data Requirements and Data Understanding. Finally, through a lab session, you will learn how to complete the Business Understanding and the Analytic Approach stages as well Data Requirements and Data Collection stages pertaining to any data science problem. ...
Reading
5 個視頻 (總計 19 分鐘), 1 個閱讀材料, 4 個測驗
Video5 個視頻
Welcome3分鐘
Business Understanding5分鐘
Analytic Approach3分鐘
Data Requirements3分鐘
Data Collection2分鐘
Reading1 個閱讀材料
Syllabus10分鐘
Quiz2 個練習
From Problem to Approach10分鐘
From Requirements to Collection10分鐘
2
完成時間(小時)
完成時間為 3 小時

From Understanding to Preparation and From Modeling to Evaluation

In this module, you will learn what it means to understand data, and prepare or clean data. You will also lean about the purpose of data modeling and some characteristics of the modeling process. Finally, through a lab session, you will learn how to complete the Data Understanding and the Data Preparation stages as well as the Modeling and the Model Evaluation stages pertaining to any data science problem....
Reading
6 個視頻 (總計 21 分鐘), 1 個閱讀材料, 4 個測驗
Video6 個視頻
Data Preparation - Concepts3分鐘
Data Preparation - Case Study4分鐘
Modeling - Concepts2分鐘
Modeling - Case Study3分鐘
Evaluation3分鐘
Reading1 個閱讀材料
Correction10分鐘
Quiz2 個練習
From Understanding to Preparation10分鐘
From Modeling to Evaluation10分鐘
3
完成時間(小時)
完成時間為 3 小時

From Deployment to Feedback

In this module, you will learn about what happens when a model is deployed and why model feedback is important. Also, by completing a peer-reviewed assignment, you will demonstrate your understanding of the data science methodology by apply it to a problem that you define....
Reading
3 個視頻 (總計 10 分鐘), 1 個閱讀材料, 2 個測驗
Video3 個視頻
Deployment3分鐘
Feedback3分鐘
Course Summary3分鐘
Reading1 個閱讀材料
IBM Digital Badge2分鐘
Quiz1 個練習
From Deployment to Feedback20分鐘
4.5
106 個審閱Chevron Right

熱門審閱

創建者 SJAug 9th 2018

This is my favourite in the series, the 10 questions to be answered were mind opening. The repetition after every video makes easier for important points to stick to the brain. Very good indeed...

創建者 ACNov 3rd 2018

Didactic course, supported with the assignment to conclude, gives you an understanding of the data science methodology, meticulously. I'll give it a 5-star!!

講師

Avatar

Alex Aklson

Ph.D., Data Scientist
IBM Developer Skills Network
Avatar

Polong Lin

Data Scientist
IBM Developer Skills Network

關於 IBM

IBM offers a wide range of technology and consulting services; a broad portfolio of middleware for collaboration, predictive analytics, software development and systems management; and the world's most advanced servers and supercomputers. Utilizing its business consulting, technology and R&D expertise, IBM helps clients become "smarter" as the planet becomes more digitally interconnected. IBM invests more than $6 billion a year in R&D, just completing its 21st year of patent leadership. IBM Research has received recognition beyond any commercial technology research organization and is home to 5 Nobel Laureates, 9 US National Medals of Technology, 5 US National Medals of Science, 6 Turing Awards, and 10 Inductees in US Inventors Hall of Fame....

關於 IBM Data Science Professional Certificate 專項課程

Data Science has been ranked as one of the hottest professions and the demand for data practitioners is booming. This Professional Certificate from IBM is intended for anyone interested in developing skills and experience to pursue a career in Data Science or Machine Learning. This program consists of 9 courses providing you with latest job-ready skills and techniques covering a wide array of data science topics including: open source tools and libraries, methodologies, Python, databases, SQL, data visualization, data analysis, and machine learning. You will practice hands-on in the IBM Cloud using real data science tools and real-world data sets. It is a myth that to become a data scientist you need a Ph.D. This Professional Certificate is suitable for anyone who has some computer skills and a passion for self-learning. No prior computer science or programming knowledge is necessary. We start small, re-enforce applied learning, and build up to more complex topics. Upon successfully completing these courses you will have done several hands-on assignments and built a portfolio of data science projects to provide you with the confidence to plunge into an exciting profession in Data Science. In addition to earning a Professional Certificate from Coursera, you will also receive a digital Badge from IBM recognizing your proficiency in Data Science. LIMITED TIME OFFER: Subscription is only $39 USD per month for access to graded materials and a certificate....
IBM Data Science Professional Certificate

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