Ever puzzled what goes on behind the scenes when coaching machine studying fashions? 🤔 Let’s dive into an interesting world of studying curves and mannequin analysis… It’s not nearly predictions; it’s about understanding the very essence of how our fashions be taught! 🧠💡
🖥️ 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 📈
Think about we’re making an attempt to foretell Google’s inventory costs utilizing some nifty technical indicators — the 50-day and 200-day Easy Transferring Averages (SMAs). We’ve received information from 2010 to 2024 (wow, that’s loads of numbers! 🔢). However right here’s the place it will get fascinating…
We’re not simply utilizing one mannequin. Oh no, we’re evaluating three totally different beasts:
1. Linear Regression (the traditional! 🏛️)
2. Assist Vector Regression (SVR — the versatile one 🤸♂️)
3. Kernel Ridge Regression (one of the best of each worlds? 🌉)
The Plot Thickens: Studying Curves Revealed 🎭
Now, right here’s the place our story takes an intriguing flip. We’ve plotted studying curves for…