What are the best resources to learn data science and machine learning?

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 The best resources for learning data science and machine learning are listed below, sorted by type: ---

 1.  Online Certifications and Courses Coursera

 Machine Learning by Andrew Ng (Stanford) – Best for beginners.

 Andrew Ng's Deep Learning Specialization includes neural networks, CNNs, and RNNs. IBM Data Science Professional Certificate.

 edX

 The Harvard CS50 for AI has a solid foundation in ML and AI. MIT MicroMasters in Data Science – In-depth course on statistics, ML, and big data.

 Udemy

 Jose Portilla's Data Science and Machine Learning Bootcamp is useful for ML using Python. Scikit-Learn, TensorFlow, and Keras are the best tools for hands-on machine learning projects. ---

 2.  Books

 Aurélien Géron presents "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow." The Elements of Statistical Learning – Hastie, Tibshirani, Friedman.

 Python Data Science Handbook – Jake VanderPlas.

 Yoshua Bengio, Aaron Courville, and Ian Goodfellow are deep learning experts. ---

 3.  Free Interactive Websites Kaggle – Kaggle Learn provides datasets and free courses for hands-on learning. Google Colab – Free Jupyter notebooks for ML experiments.

 Jeremy Howard's Fast.ai: Practical Deep Learning for Coders DataCamp: Interactive courses designed for beginners. ---

 4.  Blogs and YouTube Channels YouTube

 3Blue1Brown: Simple explanations for math. StatQuest – Explains ML algorithms simply.

 Python and ML tutorials on Sentdex. Discussions about AI and data science on the Lex Fridman Podcast. Blogs

 ML and AI-related articles from Towards Data Science. Interactive ML research at Distill.pub. Google AI Blog – Latest AI innovations.

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 5.  Real-world projects and practice Competitions with Kaggle: Try solving real-world problems. UCI Machine Learning Repository – Datasets for ML practice.

 Open datasets for data science at DataHub.io. Use the TensorFlow Playground to try out neural networks. ---

 Would you like resources that are tailored to your level of experience or a particular focus (for example, NLP, computer vision, AI ethics)?

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