Ever puzzled what goes on behind the scenes when coaching machine studying fashions? ๐ค Letโs dive into an interesting world of studying curves and mannequin analysisโฆ Itโs not nearly predictions; itโs about understanding the very essence of how our fashions be taught! ๐ง ๐ก
๐ฅ๏ธ For all you coders on the market, you possibly can take a look at the total Colab pocket book right here: [Google Colab Notebook]
The Setup: Google Inventory Costs and Transferring Averages ๐
Think about weโre making an attempt to foretell Googleโs inventory costs utilizing some nifty technical indicators โ the 50-day and 200-day Easy Transferring Averages (SMAs). Weโve received information from 2010 to 2024 (wow, thatโs loads of numbers! ๐ข). However right hereโs the place it will get fascinatingโฆ
Weโre not simply utilizing one mannequin. Oh no, weโre evaluating three totally different beasts:
1. Linear Regression (the traditional! ๐๏ธ)
2. Assist Vector Regression (SVR โ the versatile one ๐คธโโ๏ธ)
3. Kernel Ridge Regression (one of the best of each worlds? ๐)
The Plot Thickens: Studying Curves Revealed ๐ญ
Now, right hereโs the place our story takes an intriguing flip. Weโve plotted studying curves forโฆ