About this Course

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Flexible deadlines
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Advanced Level
Approx. 11 hours to complete
English

Skills you will gain

Data ScienceInformation EngineeringArtificial Intelligence (AI)Machine LearningPython Programming
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Advanced Level
Approx. 11 hours to complete
English

Offered by

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IBM

Syllabus - What you will learn from this course

Week
1

Week 1

5 hours to complete

Data Analysis

5 hours to complete
6 videos (Total 26 min), 11 readings, 6 quizzes
6 videos
Introduction to Data Visualizations3m
Data Visualizations7m
Introduction to Missing Values4m
Missing Values4m
Case Study Introduction2m
11 readings
Why is Exploratory Data Analysis Necessary?3m
Data Visualization: Through the Eyes of Our Working Example3m
Getting Started / Unit Materials2m
Data Visualization in Python3m
Missing Data: Introduction2m
Strategies for Missing Data3m
Categories of Missing Data2m
Simple Imputation2m
Bayesian Imputation10m
Case Study: Getting started2m
Summary/Review5m
4 practice exercises
Check for Understanding: EDA30m
Check for Understanding: Data Visualization30m
Check for Understanding: Missing Data30m
Data Analysis Module Quiz5m
Week
2

Week 2

5 hours to complete

Data Investigation

5 hours to complete
3 videos (Total 16 min), 14 readings, 3 quizzes
3 videos
Hypothesis Testing10m
Case Study Introduction2m
14 readings
TUTORIAL: IBM Watson Studio dashboard10m
Hypothesis Testing: Through the eyes of our Working Example10m
Overview2m
Statistical Inference2m
Business Scenarios and Probability3m
Variants on t-tests2m
One-way Analysis of Variance (ANOVA)4m
p-value Limitations10m
Multiple Testing4m
Explain Methods for Dealing with Multiple Testing3m
Getting Started3m
Import the Data4m
Data Processing (Includes Assessment)2h
Summary/Review4m
3 practice exercises
Check for Understanding: Hypothesis Testing30m
Check for Understanding: Hypothesis Testing Limitations30m
Data Investigation Module Quiz5m

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About the IBM AI Enterprise Workflow Specialization

IBM AI Enterprise Workflow

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