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Overview
Start your data science and machine learning journey with our Python and Data Analytics course. You'll master the essentials of Python programming and data handling. You'll also learn to draw insights from data, visualize patterns and use machine learning algorithms effectively.
Python is a preferred choice for learning data analytics due to its readable syntax, extensive libraries, strong community support, versatility, seamless integration capabilities and high demand in the job market. This course covers writing Python programs for data cleansing, exploratory analysis, aggregation and data wrangling using Pandas and NumPy. You'll gain proficiency in applying statistical properties for data inference and implementing various preprocessing techniques for machine learning readiness. Additionally, this course emphasizes data visualization techniques, using Python libraries to present insights effectively.
By the end of the course, you'll be adept at applying various machine learning algorithms to analyze and interpret data and be prepared to develop real-world data solutions.
CPRG 100 - Introduction to Python Programming is strongly recommended as a prerequisite.
Upon successful completion of this course, you'll be able to:
- define and explain the basic concepts of Machine Learning
- set up a Python Data Science Environment and install Python packages
- explain and apply various file handling methods using Python
- write Python programs to perform data cleansing using Pandas and NumPy and exploratory analysis
- write Python programs that can perform aggregation and data wrangling using Pandas
- use statistical properties with data to gain inference from data using Python
- apply various preprocessing techniques to transform data for machine learning
- perform data visualization techniques and plot graphs to understand the spread of data and present analysis
- apply various machine learning algorithms on data using Python.
You’ll demonstrate your skill and knowledge acquisition by completing coursework and both during and after class time.
To request a course outline, contact Continuing Education Advising.
Upcoming dates
Select an available section and add it to your cart. When you're ready, proceed to check out to sign into your student account and complete your registration.
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Registration for this course closes two days prior to the start date.
After you've completed this course
Upon successful completion of this non-credit course, you can self-print your unofficial completion document from your Continuing Education student account.
Micro-Credential
Aligned to current industry standards, SAIT’s micro-credentials develop practical, real-world skills and include competency-based testing. Earning a SAIT micro-credential demonstrates to employers you have the required competencies — both skills and knowledge — to get the job done.
Students who successfully complete this course with a final grade of A- (80%) or higher will earn a micro-credential and receive a shareable digital badge.
Costs
Textbook and reading list
All required course materials are included in your tuition fees.
Technology
To be successful in this course, you’ll need:
- Access to your own computer or laptop with standard hardware/software requirements
- Internet access
A functional webcam and microphone are recommended to allow for a more collaborative learning experience.
Additional supplies
You’ll need to supply:
- Anaconda IDE (integrated development environment) with JupyterLab (free)
Financial support
Financial opportunities are available to help pay for your course fees. Learn more about how to reduce your education or training costs with available awards, bursaries, loans and grants including the Canada Alberta Job Grant.
Applicable certificates
This course applies to the following certificate programs:
- Certification type
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Certificate of Achievement
Train your team
Interested in group training opportunities for this course? Tell us about your organization's needs, and one of our training consultants will contact you within one business day.
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SAIT is located on the traditional territories of the Niitsitapi (Blackfoot) and the people of Treaty 7 which includes the Siksika, the Piikani, the Kainai, the Tsuut’ina and the Îyârhe Nakoda of Bearspaw, Chiniki and Goodstoney.
We are situated in an area the Blackfoot tribes traditionally called Moh’kinsstis, where the Bow River meets the Elbow River. We now call it the city of Calgary, which is also home to the Métis Nation of Alberta.