Linear Regression Vs Logistic Regression | What's The Difference Between Them?

Curious about the key differences between Linear Regression and Logistic Regression? In this video "Linear Regression Vs Logistic Regression | What's The Difference Between Them?" , we break down these two essential regression techniques, explaining their applications, differences, and how they work in data analysis and machine learning. Learn more about Artificial Intelligence & Machine Learning here: 👉 https://www.theknowledgeacademy.com/courses/artificial-intelligence-and-machine-learning/?utm_source=organic+social&utm_medium=youtube&utm_campaign=Artificial+Intelligence+&+Machine+Learning&utm_id=avnNHWYzAiM 👈 Explore More from our Free Resources: 👉 https://www.theknowledgeacademy.com/resources/?utm_source=organic+social&utm_medium=youtube&utm_campaign=Resource 👈 Key Topics Covered: 00:00 Introduction 00:27 Purpose of Each Model 01:03 Type of Output 01:50 Linearity Assumptions 02:46 Error Distribution 03:31 Model Interpretability 04:21 Common Use Cases 04:53 Conclusion What is Linear Regression? Linear Regression predicts continuous outcomes by modeling the relationship between independent and dependent variables using a straight line. What is Logistic Regression? Logistic Regression predicts categorical outcomes by estimating the probability that a given input belongs to a specific category. Key Differences Understand the fundamental distinctions between the two, including the type of dependent variable, mathematical approach, and performance metrics. How to Choose the Right Regression Model? Learn how to select the appropriate regression technique based on your data type and analysis goals. Real-Life Examples Discover practical use cases for both Linear and Logistic Regression in fields like finance, healthcare, and marketing. 🔑 Key Features: ✅ Diverse Training Options – Online, Instructor-led, Onsite ✅ Device Compatibility – Access your course on all devices ✅ Interactive Learning Tools - Observe the trainer's screen, utilise virtual whiteboard, and share documents ✅ Best Industry Prize – Obtain your certification at competitive rates ✅ High-Quality Resources - Access detailed resources such as eBooks, Blogs, and more ✅ Worldwide Professional Recognition – Our courses are accredited by globally recognised bodies ✅ Subscribe to our Channel to explore additional top Technologies: https://bit.ly/4f1nM9t About The Knowledge Academy: Global Reach: Join over 2 million successful delegates with The Knowledge Academy High Success Rate: Accomplish your goals with our 98% pass rate Industry Accredited: Learn with confidence, accredited by PeopleCert, PMI Worldwide Centers: Access top-tier learning in 195 countries Excellence Acknowledged: Recognised by The Times and PWC for our commitment Wide Partnerships: Benefit from our extensive network of 3000+ organisations Flexible Learning: Explore diverse training methods tailored to your needs Master the differences between Linear and Logistic Regression and take a step closer to becoming a data analysis expert! 🔵 For more information about The Knowledge Academy courses, visit: ➡Website: https://www.theknowledgeacademy.com ➡Facebook: https://www.facebook.com/The.Knowledge.Academy.Ltd ➡Twitter: https://twitter.com/TKA_Training ➡LinkedIn: https://www.linkedin.com/company/the-knowledge-academy/ ➡The Knowledge Academy Reviews: https://www.theknowledgeacademy.com/reviews/ #LinearRegression #LogisticRegression #DataScience #MachineLearning #TheKnowledgeAcademy