Data Analysis Concepts
Data Science
| Beginner
- 12 videos | 1h
- Includes Assessment
- Earns a Badge
There are many software and programming tools for data scientists. Before applying these tools effectively, you must understand underlying concepts. Explore data analysis concepts for effectively employing software and programming tools.
WHAT YOU WILL LEARN
-
perform basic math operations required by data scientistsperform basic vector math operations required by data scientistsperform basic matrix math operations required by data scientistsperform a matrix decompositionidentify different forms of datadescribe probability in terms of events and sample space size
-
describe basic properties of outcomesapply probability rules in calculationidentify common continuous probability distributionsidentify common discrete probability distributionsapply bayes theorem and describe how it is used in email spam algorithmsapply random sampling to A/B tests
IN THIS COURSE
-
1.Basic Data Science Math5m 5sUP NEXT
-
2.Linear Algebra Vector Math4m 23s
-
3.Linear Algebra Matrix Math7m 30s
-
4.Linear Algebra Matrix Decomposition4m 58s
-
5.Data Formation4m 4s
-
6.Introduction to Probability3m 52s
-
7.Working with Events4m 8s
-
8.Working with Probability4m 46s
-
9.Continuous Probability Distributions6m 45s
-
10.Discrete Probability Distributions6m 27s
-
11.Introduction to Bayes Theorem5m 36s
-
12.Exercise: Identify Data Sets by Type2m 28s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
Skillsoft is providing you the opportunity to earn a digital badge upon successful completion on some of our courses, which can be shared on any social network or business platform.
Digital badges are yours to keep, forever.