Skip to main content
SCTCC logo

Secondary navigation

    • Student Services
    • Email
    • D2L Brightspace
    • eServices
    • Bookstore
    • Class Schedules
    • Cyclones Athletics
    • Library
    • Quick Guide
    • Employee Resources
    • Academic Calendar
    • Employee Directory
    • Email
    • Faculty eServices
    • D2L Brightspace
    • Technology Support
    • Quick Guide
    • Cyclones Athletics
    • Foundation
    • Get Involved
    • Ways to Give
  • Events
  • Select Language

Main navigation

  • Degrees & Programs
    • Business, IT, & Education Programs
    • Construction Programs
    • Health Sciences & Nursing Programs
    • Liberal Arts & Transfer Studies
    • Manufacturing Programs
    • Transportation Programs
    • All Degrees & Programs
    • Career & Program Finder
    • Degree and Certification Options
    • Programs for High School Students
  • Admissions
    • How to Apply
    • Tour SCTCC
    • Request Information
    • Course Placement & Testing - Accuplacer
    • eOrientation & Registration
    • Records & Registration
    • Change your Program Status
    • Admissions Forms
    • Meet our Admissions Staff
    • Express Enroll at SCTCC
    • Minnesota State Week at SCTCC
  • Tuition & Aid
    • Applying for Financial Aid
    • Affordability at SCTCC
    • Payments & Policies
    • North Star Promise Scholarship Program
    • Student Scholarships
    • Tuition & Fees
    • Veterans Benefits
  • Student Stuff
    • Academic
    • Quick Guide for SCTCC Students
    • Campus Life
    • Cyclones Athletics
    • Student Handbook
    • Just Report It
  • About Us
    • Contact Us
    • Visit Us
    • About SCTCC
    • News, Stories, & Events
    • Leadership
    • Cultural Fluency, Equity, & Inclusion
    • Accreditation at SCTCC
    • Careers at SCTCC
  • Community & Training
    • Customized Training
    • Get Involved
    • SCTCC Foundation
    • The Northway Group
    • Youth Programs & Camps

CMSC1217

Student Learning Outcomes

This course introduces data analytics using Python to extract and communicate insights from datasets. Students acquire foundational skills in data manipulation, including transformation and cleansing, alongside techniques for visualizing data distributions and managing file-based data input/output, preparing them for machine learning applications in subsequent semesters. The course focuses on technical concepts such as trend identification through graphical analysis, data structuring for computational efficiency, and processing real-world datasets for artificial intelligence applications. Through programming exercises and a capstone project analyzing a representative dataset, students develop practical Python programming competencies essential for advanced coursework in machine learning. Student Learning Outcomes
  • Identify fundamental concepts of data analytics and their role in preparing data for machine learning applications.
  • Explain how Python programming streamlines data analysis processes for real-world datasets.
  • Manipulate datasets in Python, including filtering, sorting, and handling missing values.
  • Compare Python data visualization techniques to represent data trends effectively.
  • Assess the quality of a dataset?s preparation in Python, identifying areas for improvement in data cleaning and transformation for machine learning readiness.
  • Design a data analytics project in Python to extract insights from a real-world dataset.

Prerequisites

Please see eServices for section availability and current pre-req/test score requirements for this course.
Student Emergency Grants - American Rescue (ARP) Act
SCTCC logo
Instagram Facebook YouTube LinkedIn

1540 Northway Drive
St. Cloud, MN 56303

+1 (800) 222-1009
recruitment@sctcc.edu
Accessibility Statement
Careers at SCTCC
Campus Hours, Directions & Maps
Contact Us
Copyright Information
Intranet - Employee Portal
Online Privacy
Safety & Security
Just Report It
Request for Proposal
©2022-25 - St. Cloud Technical & Community College | Accredited by the Higher Learning Commission
St. Cloud Technical & Community College, a member of Minnesota State