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Jungle Rumble: Random Forest vs CatBoost #machinelearning #python #vibecoding #chatgpt #coding
🌳🐱 Random Forest vs CatBoost — Which Wins?
In this episode, we pit two powerful ensemble models head-to-head: Random Forest and CatBoost.
Who’s faster? Who’s smoother? And… do either of them actually work well on our tiny dataset?
👉 Spoiler: Both gave negative R² — meaning they predicted worse than just guessing!
Lesson learned: sometimes simple models beat the fancy ones.
🎬 What you’ll see:
Side-by-side training of Random Forest & CatBoost
MSE & R² results explained simply
Why “too much power” can backfire on small data
A fun take on ensemble learning (with cats 🐾)
Perfect for beginners who want to learn ML in a playful way!
📘 Dive deeper into the world of AI with Machine Learning: for Humans on Cats — now on Amazon!
👉 https://www.amazon.com/dp/B0CW9SFYXF
💻 Try the code yourself & follow along with tutorials at:
👉 https://katerynakononova.github.io/meowlearning/
It’s purr-fectly beginner-friendly. 😺🚀
Don’t forget to like, subscribe, and share with your fellow curious cats! 🐾
#machinelearning #python #vibecoding #aiexplained #aishorts #catsofyoutube #youtubeshorts #funnycats #chatgpt
Видео Jungle Rumble: Random Forest vs CatBoost #machinelearning #python #vibecoding #chatgpt #coding канала Kateryna Kononova
In this episode, we pit two powerful ensemble models head-to-head: Random Forest and CatBoost.
Who’s faster? Who’s smoother? And… do either of them actually work well on our tiny dataset?
👉 Spoiler: Both gave negative R² — meaning they predicted worse than just guessing!
Lesson learned: sometimes simple models beat the fancy ones.
🎬 What you’ll see:
Side-by-side training of Random Forest & CatBoost
MSE & R² results explained simply
Why “too much power” can backfire on small data
A fun take on ensemble learning (with cats 🐾)
Perfect for beginners who want to learn ML in a playful way!
📘 Dive deeper into the world of AI with Machine Learning: for Humans on Cats — now on Amazon!
👉 https://www.amazon.com/dp/B0CW9SFYXF
💻 Try the code yourself & follow along with tutorials at:
👉 https://katerynakononova.github.io/meowlearning/
It’s purr-fectly beginner-friendly. 😺🚀
Don’t forget to like, subscribe, and share with your fellow curious cats! 🐾
#machinelearning #python #vibecoding #aiexplained #aishorts #catsofyoutube #youtubeshorts #funnycats #chatgpt
Видео Jungle Rumble: Random Forest vs CatBoost #machinelearning #python #vibecoding #chatgpt #coding канала Kateryna Kononova
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14 сентября 2025 г. 11:00:10
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