Fundamentals of Data Science (University of California, Irvine)
Course Information
Description
About University of California, Irvine
In 1965, the University of California, Irvine was founded with a mission to catalyse the community and enhance lives through rigorous academics, cutting-edge research, and dedicated public service. Today, we draw on the unyielding spirit of our pioneering faculty, staff and students who arrived on campus with a dream to inspire change and generate new ideas. We believe that true progress is made when different perspectives come together to advance our understanding of the world around us. And we enlighten our communities and point the way to a better future. At UCI, we shine brighter.
About Universal Education
Universal Education is an institution committed to improving access to high-quality education for students, teachers, and professionals around the world. We have built our own proprietary platform, which includes an immersive online classroom environment. This online classroom has interactive tools the teachers and students can use to simulate a real classroom environment, so it feels like they are working together in-person.
PSB Academy is proud to offer Fundamentals of Data Science with University of California, Irvine and Universal Education.
Course Highlights
Short Course
Complete the course in 6 weeks
Hands-On Application
Learn to utilise a variety of statistical tools and techniques to present and analyse data
Online Platform
Enjoy the flexibility of 100% E-Learning
Learn from Industry Expert
Learn how to utilise data science techniques to present and deliver new insights and competitive intelligence from the industry expert
e2i Funding
Potential funding support from e2i for company(s) who are sending eligible participant(s) for this course and committing to strong employment and employability outcomes (subjected to final assessment and approval by e2i). Please reach out to e2i at xinyun_chee@e2i.com.sg to find out more.
Entry Requirements
While there are no prerequisites for this course, participants are expected to have good working knowledge in Python programming and advanced knowledge in mathematics and statistics.
Career Opportunities
Information not available
Modules
In this course you will gain foundational knowledge of how data science can currently be leveraged for analytical thinking and data mining, and what new trends that have potential to shape the future of data science. This course includes both case studies on how data science has helped better understand problems and hands-on experiences creating different types of models. In addition, we will review how to evaluate a model’s performance from both technical and business perspectives to capture business insight, competitive intelligence, and consumer sentiments.
At the end of the course, participants will be able to:
- Analyse a customer success story and explain how data science was used to solve a problem.
- Discuss the ethical and privacy considerations in problem solving with data science.
- Describe the data science process and identify risks to consider during a project.
- Develop data science models and explain how to evaluate a model’s performance from both technical and business perspectives.
- Utilise technical and business techniques to deliver business insight, competitive intelligence, and consumer sentiment.
Modules:
- Module 01: Data Science and Analytic Thinking
- Module 02: Data Science and Data Mining
- Module 03: Introduction to Predictive Modeling
- Module 04: Model Fitting and Regression Analysis
- Module 05: Cluster Analysis and Association Rules Mining
- Module 06: Model Evaluation
- Module 07: Natural Language Processing (NLP)
- Module 08: Data Science Real-Life Project: Building Predictive
Enjoy a promotional package rate of S$6,420* when enrolling together with Introduction to Python Programming and Data Visualization.
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6 months
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Part-time
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3 months
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Full-time
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12 months
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Part-time
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12 months
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Full-time