Part 12-Polynomial Regression in Machine learning

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Chapters:
0:00 the road map
0:51 What is polynomial regression model?
5:13 the optimization problem for polynomial regression
8:09 Tuning the hyperparameter (polynomial degree)
14:59 Caveats of polynomial regression model

- In this crash course, I will be reviewing the basics and fundamental concepts of machine learning and its applications in finance.
- For watching my full lecture videos and applications of machine learning using Python, please check out the "Machine Learning in finance-2021" playlist on my channel.
- All the codes and slides are available on my GitHub account.
Cheers,
Pedram
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Really awesome lecture. We are looking forward to learn all chapters from ISLR second edition, including deep learning chapter.

marios
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Nice content for machine learning, Are you planning to start a deep learning course in future?!

michaelghaly
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The tail behaviour is a kind of overfitting in a way - the number of samples at the extremes is quite low so it tries to fit the few examples it has

diablmaster