💯 Use Kaggle like a pro with this method!


👨🏻‍💻 Never underestimate Kaggle! One of the best ways to start learning data science and ML is Kaggle. A place where theory turns into practice, beginners become professionals, and skills turn into value.


🎯 This roadmap is the key to practical use of this amazing platform:👇


⬅️ Step one: Strengthen your basic skills!

✏️ Start with Kaggle's short and free courses. Practical, focused, and suitable for beginners.


✅ Python ⬅️ Link

☑️ Introduction to Machine Learning ⬅️ Link

✔️ Introduction to Deep Learning ⬅️ Link

✔️ Introduction to SQL ⬅️ Link

✔️ Introduction to Game AI and RL ⬅️ Link


📝 Complete list of courses ⬅️Link

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⬅️ Step two: Apply what you’ve learned.

✏️ Learning alone is not enough; you have to solve problems! Kaggle competitions are the best place for this.

✅ Classification problem for beginners

☑️ Regression-based challenge

✔️ Fake news detection with NLP

✔️ Deep learning on image data with TPU


📝 Complete list of competitions ⬅️Link

https://t.me/CodeProgrammer 🌟