DAT273X Data Science Research Methods Python Edition
About this course
This course is part of the Microsoft Professional Program Certificate in Data Science and the Microsoft Professional Program in Artificial Intelligence.
Data scientists are often trained in the analysis of data. However, the goal of data science is to produce a good understanding of some problem or idea and build useful models on this understanding. Because of the principle of "garbage in, garbage out," it is vital that a data scientist know how to evaluate the quality of information that comes into a data analysis. This is especially the case when data are collected specifically for some analysis (e.g., a survey).
In this course, you will learn the fundamentals of the research process-from developing a good question to designing good data collection strategies to putting results in context. Although a data scientist may often play a key part in data analysis, the entire research process must work cohesively for valid insights to be gleaned.
Developed as a powerful and flexible language used in everything from Data Science to cutting-edge and scalable Artificial Intelligence solutions, Python has become an essential tool for doing Data Science and Machine Learning. With this edition of Data Science Research Methods, all of the labs are done with Python, while the videos are language-agnostic. If you prefer your Data Science to be done with R, please see Data Science Research Methods: R Edition.
What you'll learn
- After completing this course, you will be familiar with the following concepts and techniques:
- Data analysis and inference
- Data science research design
- Experimental data analysis and modeling
To complete this course successfully, you should have:
- A basic knowledge of math.
- Some programming experience-Python is preferred.
- A willingness to learn through self-paced study.
- The Research Process
- Planning for Analysis
- Research Claims
- Correlational and Experimental Design
Microsoft Verified Certificate
For a small fee ($99), once you complete this course, you will receive a Microsoft authenticated Certificate of Completion. This will allow you to showcase your achievement and document your expertise. You will have permission to add the certificate to your resume or post it directly to LinkedIn. If your company has access to Microsoft Software Assurance Training vouchers, you can redeem one voucher for one certificate.