Coding Resources

Curated learning materials to help you excel in data science

📖 Online Courses

Kaggle Learn

Free micro-courses on data science, machine learning, and more

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Coursera - Machine Learning

Andrew Ng's famous machine learning course

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Fast.ai

Practical deep learning for coders - free courses

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edX - Data Science

MIT and Harvard data science courses

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👨‍🏫 Tutors & Mentors

Kaggle Discussions

Connect with experienced Kagglers and get help

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Stack Overflow

Q&A platform for programming and data science questions

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Reddit - r/MachineLearning

Community discussions and learning resources

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Data Science Central

Community and resources for data scientists

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📚 Teaching Materials & Tutorials

Towards Data Science

Medium publication with thousands of data science articles

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Scikit-learn Documentation

Comprehensive guides and tutorials for machine learning

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TensorFlow Tutorials

Official TensorFlow guides and tutorials

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PyTorch Tutorials

Learn PyTorch with official tutorials

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Pandas Documentation

Complete guide to data manipulation with pandas

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NumPy Documentation

Learn numerical computing with NumPy

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📺 Video Tutorials

3Blue1Brown - Neural Networks

Beautiful visual explanations of neural networks

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StatQuest

Clear explanations of statistical concepts

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Sentdex - Python for Data Science

Comprehensive Python and ML tutorials

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Corey Schafer - Python Tutorials

Excellent Python programming tutorials

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📖 Books & Reading

Hands-On Machine Learning

By Aurélien Géron - Practical ML with Scikit-Learn and TensorFlow

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Pattern Recognition and Machine Learning

By Christopher Bishop - Comprehensive ML textbook

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Deep Learning Book

By Ian Goodfellow - The definitive deep learning textbook

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Python Data Science Handbook

By Jake VanderPlas - Essential tools for data science

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