# Event Details - **Event Name**: Python Regression Accelerator: 1 Day Workshop in Perth - **Event Start and End Date**: Mon, 16 Mar, 2026 at 09:00 am – Thu, 06 Aug, 2026 at 05:00 pm (+08:00) - **Event Description**: Accelerated Python Regression Workshop: Learn Modelling, Diagnostics, and Prediction in One Intensive Day.About this EventBring your team and save:1. Groups of three or more receive a 10% discount2. 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: EnglishCredits: 8 PDUs/Training HoursCertification: Course Completion CertificateRefreshments: Lunch, Snacks and beverages will be provided during the sessionCourse 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 knowledgeStudents and professionals exploring statistical modellingBusiness analysts and researchers working with dataAnyone looking to strengthen analytical and regression skillsWhy 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.©2025 MG Aussie Events. 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Copy or Reproduction without permission is prohibited.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 https://cdn-az.allevents.in/events1/banners/42beb920-de54-11f0-b22b-c1fbced39bdb-rimg-w983-h740-dc497aa8-gmir.jpg https://cdn-az.allevents.in/events3/banners/42e728b0-de54-11f0-b22b-c1fbced39bdb-rimg-w983-h740-dcd6d1c3-gmir.jpg https://cdn-az.allevents.in/events1/banners/4316c430-de54-11f0-b22b-c1fbced39bdb-rimg-w1200-h678-dcffffff-gmir.jpg https://cdn-az.allevents.in/events10/banners/433cc2c0-de54-11f0-b7a7-13265627b495-rimg-w983-h740-dc91938d-gmir.jpg https://cdn-az.allevents.in/events3/banners/437278c0-de54-11f0-b22b-c1fbced39bdb-rimg-w1200-h392-dcffffff-gmir.jpg https://cdn-az.allevents.in/events6/banners/43965470-de54-11f0-ab61-c90424c59eeb-rimg-w1200-h697-dcffffff-gmir.jpg AgendaModule 1: Introduction to Regression AnalysisInfo: • Understand what regression analysis is and why it is used. • Explore publicly available datasets for modelling. • Learn key steps in performing regression analysis. • IcebreakerModule 2: Simple Linear Regression EssentialsInfo: • Learn covariance, correlation, and basic model structure. • Explore parameter estimation and hypothesis testing. • Understand predictions and evaluating model fit. • Case StudyModule 3: Multiple Linear Regression ConceptsInfo: • Learn interpretation of regression coefficients. • Understand centring, scaling, and estimator properties. • Explore inference and prediction in multiple regression. • SimulationModule 4: Regression DiagnosticsInfo: • Understand standard regression assumptions. • Learn residual types, normality, linearity, and influence. • Identify outliers and assess model violations. • Role PlayModule 5: Qualitative Predictors & Indicator VariablesInfo: • Learn how to include categorical predictors in regression. • Understand interaction variables and seasonal indicators. • Explore multi-equation regression systems. • Case StudyModule 6: Transformations & Model ImprovementInfo: • Apply transformations for linearity and variance stabilization. • Detect heteroscedasticity and apply weighted least squares. • Use log and power transformations to enhance model accuracy. • ActivityModule 7: Problem of Correlated Errors Info: • Understand autocorrelation and its impact on regression models. • Learn the Durbin–Watson statistic and its limitations. • Explore transformations and indicator variables to correct correlation. • SimulationModule 8: Collinearity & Advanced Regression ConceptsInfo: • Understand principal components and constrained estimation. • Explore principal component regression and biased coefficients. • Learn ridge regression basics and model stabilization strategies. • Group Discussion - **Event URL**: https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308 - **Event Categories**: workshops, performances, entertainment - **Interested Audience**: - total_interested_count: 0 ## Ticket Details - **Ticket URL**: https://consumer.pxf.io/c/1339408/3151484/39691?partnerpropertyid=1191892&MediaPartnerPropertyId=1191892&svlink=14105511&level=1&u=https%3A%2F%2Fwww.eventbrite.com%2Fe%2Fpython-regression-accelerator-1-day-workshop-in-perth-tickets-1977359772308 - **Ticket Price Range**: min: 572.03, max: 741.45, currency: AUD ## Event venue details - **city**: Perth - **state**: WA - **country**: Australia - **location**: "Regus St Martins Tower " - **lat**: -31.955038 - **long**: 115.8594314 - **full address**: "Regus St Martins Tower ", PERTH, St Martins Tower Level 27, St Martins Centre 44 St Georges Terrace, Australia ## Event Organizer details - **affiliate_id**: 10 - **organizer**: MG Aussie (https://allevents.in/org/mg-aussie/26713862) ## Event gallery - **Alt text**: banner - **Image URL**: https://cdn-az.allevents.in/events6/banners/0a7b4d01c212d49ecfcb8299c2200ae349a7df60eb4900e9390ae5fd72887fd2-rimg-w800-h602-dc2f2b31-gmir.jpg?v=1766311455 - **Alt text**: thumbnail - **Image URL**: https://cdn-az.allevents.in/events6/banners/f1347c6cdeb062acf286999bb8a01aacb35c1916b140290b48a18445904c4d79-rimg-w400-h400-dc2f2c31-gmir.jpg?v=1766311455 ## FAQs - **Q**: When is the event happening? - **A:** Mon, 16 Mar, 2026 at 09:00 am (+08:00) - **Q**: Where is the event happening? - **A:** "Regus St Martins Tower ", PERTH, St Martins Tower Level 27, St Martins Centre 44 St Georges Terrace, Australia - **Q**: What is the ticket price? - **A:** starting from 572.03 up to 741.45 AUD - **Q**: Who is organizing the event? - **A:** MG Aussie - **Q**: What type of event is this? - **A:** workshops, performances, entertainment - **Q**: Where can I find ticket details about Python Regression Accelerator: 1 Day Workshop in Perth ? - **A:** You can find ticket details about this event on AllEvents. ## Structured Data (JSON-LD) ```json [ { "@context": "https://schema.org", "@type": "Event", "name": "Python Regression Accelerator: 1 Day Workshop in Perth", "image": "https://cdn-az.allevents.in/events6/banners/0a7b4d01c212d49ecfcb8299c2200ae349a7df60eb4900e9390ae5fd72887fd2-rimg-w800-h602-dc2f2b31-gmir.jpg?v=1766311455", "startDate": "2026-03-16T09:00:00+08:00", "endDate": "2026-08-06T17:00:00+08:00", "url": "https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308", "eventStatus": "https://schema.org/EventScheduled", "location": { "@type": "Place", "name": "\"Regus St Martins Tower \"", "address": { "@type": "PostalAddress", "streetAddress": "PERTH, St Martins Tower Level 27, St Martins Centre 44 St Georges Terrace", "postalCode": "6000", "addressLocality": "Perth", "addressRegion": "WA", "addressCountry": "AU" }, "geo": { "@type": "GeoCoordinates", "latitude": "-31.955038", "longitude": "115.8594314" } }, "eventAttendanceMode": "https://schema.org/OfflineEventAttendanceMode", "description": "Accelerated Python Regression Workshop: Learn Modelling, Diagnostics, and Prediction in One Intensive Day.", "offers": [ { "@type": "AggregateOffer", "availability": "https://schema.org/InStock", "priceCurrency": "AUD", "availabilityStarts": "2025-12-21", "availabilityEnds": "2026-08-06T17:00:00+08:00", "validFrom": "2025-12-21", "lowPrice": "572.03", "highPrice": "741.45", "price": "572.03", "url": "https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308" }, { "@type": "Offer", "availability": "https://schema.org/InStock", "priceCurrency": "AUD", "availabilityStarts": "2025-12-21", "availabilityEnds": "", "validFrom": "2025-12-21", "url": "https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308", "price": "572.03", "name": "Group Registration Fee" }, { "@type": "Offer", "availability": "https://schema.org/InStock", "priceCurrency": "AUD", "availabilityStarts": "2025-12-21", "availabilityEnds": "", "validFrom": "2025-12-21", "url": "https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308", "price": "635.56", "name": "Early Bird Fee" }, { "@type": "Offer", "availability": "https://schema.org/InStock", "priceCurrency": "AUD", "availabilityStarts": "2025-12-21", "availabilityEnds": "", "validFrom": "2025-12-21", "url": "https://allevents.in/perth/python-regression-accelerator-1-day-workshop-in-perth/100001977359772308", "price": "741.45", "name": "Standard Fee" } ], "organizer": [ { "@type": "Organization", "name": "MG Aussie", "url": "https://allevents.in/org/mg-aussie/26713862", "description": "Why Partnering with MGAUSSIE Works for YouFuture-Ready Workforce: Equip your team with up-to-date technical skills in data analytics, cybersecurity, and more to stay ahead in a competitive market.Practical, Hands-On Training: Ensure learning translates into action with project-based, interactive modules.Wide Industry Reach: Join a network of over 15,000 upskilled professionals and leading organizations who trust our expertise.Flexible Delivery Methods: Choose from a variety of learning modes—including virtual labs, self-paced courses, and in-person workshops—tailored for your convenience.Industry-Aligned Content: Benefit from courses developed in collaboration with leading tech partners, ensuring maximum relevance and applicability.Popular courses:Grant Writing EssentialsPublic SpeakingTrain-The-TrainerInternet Marketing FundamentalsOrganizational Skills" } ] } ] ```