ANOVA in Statistics and Probability using Python | Module 13

submitted by zaina1236 on 08/24/25 1

bit.ly/3Ff5Esb Want to compare multiple datasets and identify significant differences? Analysis of Variance (ANOVA) is a powerful statistical technique used in research, data science, and business analytics. In this video, we’ll explore ANOVA, its types, practical applications, and Python implementation to help you make data-driven decisions with confidence. Timestamp ⏱️ 00:00 - Intro 00:36 - What is Anova Test? 01:52 - Key Components of Anova Test 06:56 - What is One Way Anova? 10:03 - What is Two Way Anova? 11:46 - What is N-Way Anova? 13:31 - What is Manova? 15:12 - Key Differences of Anova Test 16:40 - Questions on One Way Anova Test 36:00 - Questions on Two Way Anova Test 1:05:47 - Questions on N-Way Anova Test 1:16:47 - Questions on Manova Test 📌 What You’ll Learn: 1️⃣ Introduction to ANOVA (Analysis of Variance) 📌 What is ANOVA? – Understanding variance analysis. 📌 Why is ANOVA Important? – Identifying statistical significance. 📌 Key Concepts in ANOVA – Groups, variance, hypothesis testing. 2️⃣ Types of ANOVA & Real-World Applications 📌 One-Way ANOVA – Comparing means across one factor. 📌 Two-Way ANOVA – Examining two independent variables. 📌 Repeated Measures ANOVA – Analyzing within-subject variations. 📌 ANOVA in Business & Data Science – Applications in marketing, finance, healthcare, and A/B testing. 3️⃣ ANOVA Implementation in Python & Statistical Interpretation 📌 Performing ANOVA in Python – Using SciPy & Statsmodels. 📌 Interpreting ANOVA Results – F-statistic, p-value, significance levels. 📌 Post-Hoc Tests – Tukey’s test for pairwise comparisons. 📌 Common Pitfalls & Assumptions of ANOVA – Ensuring accurate results Why Learn with Imarticus Learning? 📌 Expert Guidance: Learn from seasoned professionals with deep industry insights. 📌 Flexible Learning Options: Balance work and study with structured, customizable programs. 📌 Comprehensive Support: Access mock tests, expert mentorship, and study materials to ace your exams. 📌 Career Success: Imarticus ensures your journey translates into tangible career growth. Learn Python Basics & Apply It to Data Science & AI! The Postgraduate Program in Data Science and Analytics (PGA) is a 6-month course for graduates and professionals with under three years of experience. It offers 100% job assurance through 2,000+ hiring partners, 300+ learning hours, 25+ hands-on projects, and training in 10+ tools like Python, Power BI, and Tableau. With a 22.5 LPA highest salary and 52% average salary hikes, it equips learners to excel in data science and analytics careers. bit.ly/3Ff5Esb 📖 Books to Read on Statistics & ANOVA: 📚 The Elements of Statistical Learning – Hastie, Tibshirani, and Friedman 📚 Practical Statistics for Data Scientists – Peter Bruce & Andrew Bruce 📚 An Introduction to Statistical Learning – Gareth James, Daniela Witten 📚 Design and Analysis of Experiments – Douglas C. Montgomery About Imarticus Learning Imarticus Learning is a leading education company, offering high-quality, industry-specific education via innovative technology, specialised training, career assistance, and mentorship from industry professionals. We have impacted over 10,00,000+ careers within a decade through leading-edge curriculums, highly experienced faculty, and over 3500+ global partnerships with leading institutions and corporations. We offer courses that prepare learners for successful careers in finance, banking, data science, analytics, management, marketing, and technology. ❇️ Key Highlights 12 Years Legacy | 1M+ Learners Impacted | #1 Education Provider in Finance | 8+ Years Legacy in Data Analytics | 85% Placement Record | 54% Average Salary Hike | 24 LPA Highest Salary 🏆 Awards & Accolades •⁠ ⁠Outstanding Education Company of the Year by ET Business Leaders 2024 •⁠ ⁠Best Education Provider in Finance by Elets World Education Summit 2024 •⁠ ⁠Outstanding Education Company for Data Science and Analytics at Observe Now’s Education Leaders Conclave & Awards 2024 •⁠ ⁠⁠Recognized in GSV 150 as one of the World’s Most Transformational Growth Companies in Digital Learning and Workforce Skilling (2024) •⁠ ⁠Awarded Innovative 21st Century Skills Solutions at Elets World Education Summit, Dubai •⁠ ⁠Best Certification Courses at the Indian Education Congress and Awards •⁠ ⁠Most Promising Digital Learning Platform Brands by siliconindia Magazine •⁠ ⁠Best Education Brand in Analytics by The Economic Times 🌐We’re Very Social imarticus.org/ x.com/imarticus www.instagram.com/imarticus in.linkedin.com/company/imarticuslearning www.facebook.com/ImarticusLearning/ #ANOVA #Statistics #Probability #DataScience #MachineLearning #PythonForDataScience #BigData #Analytics #DataDrivenDecisions #AI #PredictiveAnalytics #MLAlgorithms #TechCareers #UpSkillWithImarticus #DataScienceTraining

Leave a comment

Be the first to comment

Email
Message
×
Embed video on a website or blog
Width
px
Height
px
×
Join Huzzaz
Start collecting all your favorite videos
×
Log in
Join Huzzaz

facebook login
×
Retrieve username and password
Name
Enter your email address to retrieve your username and password
(Check your spam folder if you don't find it in your inbox)

×