Python Regression Accelerator: 1 Day Workshop in Sydney
Overview
Bring your team and save:
1. Groups of three or more receive a 10% discount
2. Organizations hosting an in-house session with 10+ participants enjoy a 15% discount.
Duration: 1 Full Day (8 Hours)
Delivery Mode: Classroom (In-Person)
Language: English
Credits: 8 PDUs/Training Hours
Certification: Course Completion Certificate
Refreshments: Lunch, Snacks and beverages will be provided during the session
Course Overview:
This 1 Day intensive program introduces you to the essential concepts of regression analysis using Python. You will explore simple and multiple linear regression, diagnostics, transformations, qualitative predictors, collinearity, and real-world modelling challenges.
The course focuses on practical understanding, helping you build, interpret, evaluate, and troubleshoot regression models efficiently.
Using a blend of theory, examples, and structured activities, you will learn how to apply regression to real datasets, assess model validity, and improve model performance in various scenarios.
Learning Objectives:
By the end of this course, you will be able to:
- Understand and apply simple and multiple linear regression.
- Interpret regression output and evaluate model performance.
- Diagnose model problems using residual analysis and assumptions.
- Use indicator variables and interactions effectively.
- Apply transformations to improve model fit and reliability.
- Identify and manage collinearity issues.
- Build regression models using Python with confidence.
Who can Attend?
- Data science beginners with basic Python knowledge
- Students and professionals exploring statistical modelling
- Business analysts and researchers working with data
- Anyone looking to strengthen analytical and regression skills
Why Choose this Course?
This program simplifies complex regression topics into a clear, practical 1-day format.
The trainer brings real-world data science experience, ensuring examples and explanations remain practical, relevant, and easy to understand.
You gain structured exposure to essential and intermediate-level regression concepts without being overwhelmed by advanced mathematics.
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Want to train your entire team?
We provide customized in-house sessions tailored to your industry datasets, modelling goals, and team skill levels.
The content can be adapted to finance, marketing, healthcare, operations, or research environments.
Ideal for teams aiming to improve analytics capability in one focused day.
📧 Contact us today to schedule a customized in-house, face-to-face session: eventbrite@mgaussie.com
Good to know
Highlights
- 8 hours
- ages 18+
- In person
- Paid parking
Refund Policy
Location
Regus - Sydney, Balmain
45 Evans Street
Ph No: 61(0) 2 80155605 Sydney, NSW 2041 Australia
How do you want to get there?
Module 1: Introduction to Regression Analysis
• Understand what regression analysis is and why it is used. • Explore publicly available datasets for modelling. • Learn key steps in performing regression analysis. • Icebreaker
Module 2: Simple Linear Regression Essentials
• Learn covariance, correlation, and basic model structure. • Explore parameter estimation and hypothesis testing. • Understand predictions and evaluating model fit. • Case Study
Module 3: Multiple Linear Regression Concepts
• Learn interpretation of regression coefficients. • Understand centring, scaling, and estimator properties. • Explore inference and prediction in multiple regression. • Simulation
Frequently asked questions
Organized by
MG Aussie
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