CSC 310: Advanced CS topics: 3 hours
CSC310 will examine What big data is, How to work with a progression of tools starting with Python and SQL and ending with Hadoop and Spark. We will study ethical issues impacting the world via big data and the impact it can have on us as Christians.
Goals for CSC 310 are:
To understand how to harness and use Python for the purposes of data wrangling, visualization, hypothesis testing and clustering. We will also engage with Hadoop to study large scale analysis and filtering.
Course outcomes for CSC 310 are:
- Students will start their foundation of understanding as it relates to Data Science.
- They will understand how to utilize and develop tool sets.
- They will learn how to extract, analyze and present data
- They will develop a strong working knowledge of Python
- They will develop an understanding of large scale framework based analysis with Spark
- They will develop a basis of ethical understanding revolving around the user of big data in the real world
Program outcomes for CSC 310 are:
- Analyze a complex computing problem and to apply principles of computing and other relevant disciplines to identify solutions.
- Communicate effectively in a variety of professional contexts.
- Learn new areas of technology
- Self-learning at the application level by requiring students to learn one component of the topic on their own (with little assistance from the instructor)
- Note taking at that master level by
- not posting lecture slides,
- requiring students to track all requirements themselves
- having exam questions based on specifics in the lectures and presentations given by other students.
- Technical writing at the mastery level by requiring to write a technical report of a project for the class in a quality manner. Advanced discussion on things such as a theme, transitions, use of diagrams, focus, and other items should be covered in class and graded on.
- Security at an application level by covering at least two separate security issues associated with the topic of the course.
- Ethics at an application level by covering at least two separate ethical issues associated with the topic of the course.
- Verbal communications at the application level by requiring students to present their projects and/or supplementary material to the class.
- Professor: Scott Dempsey
- Office SB
- Class Time:
- Class Location:
- https://learning.oreilly.com/videos/python-fundamentals/9780135917411/ <-- Paul Dietel good adv source of info plus assignments
- 97 Things About Ethics Everyone in Data Science should know by Bill Franks: ISBN 9781492072669: https://learning.oreilly.com/library/view/97-things-about/9781492072652/#toc <---good foundation for thoughts on ethics
- https://learning.oreilly.com/videos/data-science-fundamentals/9780134660141?autoplay=false <-- good for beginning python knowledge Jonathon Dinu
* Covid related polices, etc * Integrity * Late work * Software Standards * Software Development Report
- Homework and quizzes
- Grade scale
- 93% <= average <= 100% -> A
- 90% <= average < 93% -> A-
- 87% <= average < 90% -> B+
- 83% <= average < 87% -> B
- 80% <= average < 83% -> B-
- 77% <= average < 80% -> C+
- 73% <= average < 77% -> C
- 70% <= average < 73% -> C-
- 67% <= average < 70% -> D+
- 63% <= average < 67% -> D
- 60% <= average < 63% -> D-
- 0% <= average < 60% -> F
ADA Statement for Syllabi: The Americans with Disabilities Act (ADA) is a law which provides civil rights protection for people with disabilities. Bethel University, in compliance with equal access laws, requests that students with disabilities seeking to acquire accommodations make an appointment with the Center for Academic Success—Disability Services. It is located in the Miller-Moore Academic Center, 033. You may also phone 574-807-7460 or email email@example.com for an appointment.
During this particularly difficult time, this statement momentarily underscores and deepens what is expressed in the Lifestyle Covenant regarding the dignity of all humans. The statement will remain in all Bethel Faculty syllabi until spring 2023 and then be remanded back to the Faculty. Bethel University respects the dignity of all God’s image-bearers, and stands against racism, prejudice, and discrimination. Because Christ calls us to love our neighbor as ourselves, Christian discipleship includes pursuing the good of those who suffer injustice due to their color, race, or ethnicity. Therefore, we aim to continually transform our classrooms into safe and hospitable spaces where we listen to one another with mercy, learn from and value each other with tenacity, and commit to pursuing justice for the most vulnerable in our community.