Linear Basis Function Models - Basics of Machine Learning

🎥 New Video Alert: Linear Basis Function Models - Unleashing the Power of Machine Learning! 🤖📈
Hello, fellow learners and AI enthusiasts! Welcome back to our TH-cam channel! 🌟
Are you eager to dive into the world of machine learning and understand the magic of Linear Basis Function Models? 🧠💻 In our latest video, we're taking you on an enlightening journey through these powerful models, unlocking their potential in solving a wide array of real-world problems! 📚🌐
🔍 What's it all about?
Linear Basis Function Models form the bedrock of supervised learning, allowing us to capture complex relationships between input features and target outputs. This video is your gateway to comprehending the essence of linear models and their applications across various domains! 🚀📈
🤖 What to expect?
🔸 Introduction to Linear Basis Function Models: We'll start with the fundamentals-explaining the core concepts behind linear models and how they work their magic in approximating functions. 🧠📝
🔸 Basis Functions and Feature Transformation: Understand the role of basis functions in transforming input features and enabling linear models to handle nonlinear relationships effectively. 📈🔄
🔸 Popular Basis Functions: Explore common basis functions like Polynomial, Gaussian Radial Basis Functions (RBF), and more! Grasp their unique characteristics and when to use them for specific tasks. 📊🔢
🔸 Linear Regression and Beyond: Witness how linear models go beyond simple linear regression, encompassing multiple variables and complex patterns. 📉📈
🔸 Regularization and Overfitting: Learn about regularization techniques that help prevent overfitting and improve the generalization of your models. 🛡️📉
🚀 Why watch this video?
At our channel, we believe in empowering learners with practical knowledge and hands-on insights. This video will offer you a clear understanding of Linear Basis Function Models and their application in real-world problem-solving, all delivered with engaging visuals and real-life examples! 🌠🚀
Whether you're a student, a data scientist, or an AI enthusiast, comprehending these models will propel your journey in the dynamic field of machine learning! 🚀💡
🔔 Don't forget to like, subscribe, and hit that notification bell 🔔 to stay updated with more captivating content on machine learning, AI, and the cutting-edge world of data science! 🤗✨
Ready to unleash the power of Linear Basis Function Models? Click that play button and let's embark on this thrilling machine learning adventure together! 🎬🤖
See you in the video! 📹😄
#MachineLearning #LinearModels #BasisFunctions #DataScience #AI #TechEducation

[@LinaNielsen-n8g]

Loved it. I have just one question: Why are some basis functions are called local and others global?

[@JanNalivaika]

In what context ? Thank you

[@LinaNielsen-n8g]

A small change un x affects all basis functions. This applies to Polynomial Functions, but why is it like that? In contrast, Gaussian Basis functions are local, which means that the small change in x only affects nearby basis functions. But I did not get why? Thanks in advance. And super fast answer @@JanNalivaika

[@LinaNielsen-n8g]

? @@JanNalivaika

[@rutujadongre610]

Nice explanation!

[@indiajackson5959]

This was a very good video