From the course: Complete Guide to AI and Data Science for SQL Developers: From Beginner to Advanced
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Regression Analysis: A Practical Application - SQL Tutorial
From the course: Complete Guide to AI and Data Science for SQL Developers: From Beginner to Advanced
Regression Analysis: A Practical Application
- [Instructor] As you transition from the concepts of regression analysis and machine learning techniques, let's take a look at how they can be applied to design and evaluate a real skate park that cater to the needs of skaters and enhance their performance. So imagine you've been tasked with designing a new skate park. Your objective is not just to create any park, but one that optimally challenges and entertains skaters of all levels. So let's step through and apply the concepts you've learned to achieve this. Starting with understanding relationships, first, you use regression analysis to explore the relationship between skate park features, predictor variables like ramp steepness, material, and layout, and skater performance, or the outcome variable. This analysis reveals which aspects of skate design are most significant in improving skater satisfaction and performance. Balancing design elements. With insights on linear and non-linear relationships, you can balance simple and…
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From Predicting to Understanding4m 46s
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Breaking Down Data Relationships with Regression4m 6s
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Crafting Elegance in Machine Learning Models2m 55s
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Hitting the Right Note - The Bias-Variance Trade-off4m 7s
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Fine-Tuning Your Models3m 33s
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Remixing Data with Bootstrapping3m 49s
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Regression Analysis: A Practical Application3m 54s
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