Offered By: IBMSkillsNetwork
Data Science: An Introduction
Learn the essentials of data science, explore different career paths, and gain insights from experienced professionals. Understand why data science is a leading career of the 21st century. Define data science, the role of data scientists, and the key tools and skills required.
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Data Science
At a Glance
Learn the essentials of data science, explore different career paths, and gain insights from experienced professionals. Understand why data science is a leading career of the 21st century. Define data science, the role of data scientists, and the key tools and skills required.
Course Syllabus
- What is Data Science
- Fundamentals of Data Science
- The Many Paths to Data Science
- Advice for New Data Scientists
- A Day in the Life of a Data Scientist
- Data Science Skills & Big Data
- Understanding Different Types of File Formats
- Data Science Topics and Algorithms
- How Big Data is Driving Digital Transformation
- Introduction to Cloud
- Cloud for Data Science
- Foundations of Big Data
- Data Science and Big Data
- What is Hadoop?
- Big Data Processing Tools: Hadoop, HDFS, Hive, and Spark
- Artificial Intelligence and Data Science
- Neural Networks and Deep Learning
- Applications of Machine Learning
- How Should Companies Get Started in Data Science?
- Old Problems, New Data Science Solutions
- Applications of Data Science
- How Data Science is Saving Lives
- How Can Someone Become a Data Scientist?
- Recruiting for Data Science
- Careers in Data Science
- Importance of Mathematics and Statistics for Data Science
- Understanding Data
- Data Sources
- Viewpoints: Working with Varied Data Sources and Types
- Data Collection and Organization
- Relational Database Management System
- NoSQL
- Data Marts, Data Lakes, ETL, and Data Pipelines
- Viewpoints: Considerations for Choice of Data Repository
- Data Integration Platforms
What You'll Learn
- Understand the concept of data science and the responsibilities of data scientists.
- Identify the tools and algorithms commonly utilized in the field.
- Recognize the essential skills required for a successful career in data science.
- Explore the impact of data science on business operations.
- Learn how to assemble and manage a successful data science team.
Recommended Skills Prior to Taking this Course
Estimated Effort
11 Hours
Level
Beginner
Industries
Information Technology
Skills You Will Learn
Big Data, Data Mining, Data Science, Deep Learning, Machine Learning
Language
English
Course Code
DS0100EN