Fundamentals of Data Science
CSE-41258
Fundamentals of Data Science
An ever-increasing volume of research and industry data is being collected on a daily basis. Skilled data scientists are needed to process and filter the data, to detect new patterns or anomalies within the data, and gain deeper insight from the data.
This course provides students with a foundation in basic data mining, data analysis, and predictive modelling concepts and algorithms. Using practical exercises, students will learn data analysis and machine learning techniques for model and knowledge creation through a process of inference, model fitting, or learning from examples.
Practical experience:
- Hands-on data mining projects
Software: Python is used for class assignments. There is no additional cost for this product.
Course typically offered: Online in Fall and Spring
Prerequisites: Before enrolling in the course, students need to have prior knowledge of statistics for data analytics or equivalent practical experience, as well as a basic understanding of the Python Programming Language. For students who do not have knowledge of statistics for data analytics, it is recommended to take the Statistics for Data Analytics, Introduction to Statistics or Linear Algebra for Machine Learning course. For students who do not have basic knowledge of Python programming language, it is recommended to take Introduction to Programming course.
Next Steps: Upon completion of this course, consider taking other courses in Machine Learning Methods program to continue learning.
More Information: For more information about this course, please contact unex-techdata@ucsd.edu.
Course Information
Course sessions
Section ID:
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This course is entirely web-based and to be completed asynchronously between the published course start and end dates. Synchronous attendance is NOT required.
You will have access to your online course on the published start date OR 1 business day after your enrollment is confirmed if you enroll on or after the published start date.
Textbooks:
Data Science from Scratch 2nd
by Grus, Joel
ISBN / ASIN: 9781492041108
The Hundred-Page Machine Learning Book 1st
by Burkov, Andriy
ISBN / ASIN: 9781777005474
You may purchase textbooks via the UC San Diego Bookstore.
Policies:
- No refunds after: 9/30/2024